{smcl}
{com}{sf}{ul off}{txt}{.-}
      name:  {res}<unnamed>
       {txt}log:  {res}C:\Users\bjn12\Dropbox\New Inequality Projects\Working Poor\Reny & Gest 2020 Online Summer Survey\Perceiving the Haves and the Have-Nots\Manuscript\PSRM Submission\R&R\Resubmission Package\Conditional Accept\Replication Data Files\Full Replication Log.smcl
  {txt}log type:  {res}smcl
 {txt}opened on:  {res}17 Mar 2025, 10:28:59

{com}. use "C:\Users\bjn12\Dropbox\New Inequality Projects\Working Poor\Reny & Gest 2020 Online Summer Survey\Perceiving the Haves and the Have-Nots\Manuscript\PSRM Submission\R&R\Resubmission Package\Conditional Accept\Replication Data Files\ACS 2015-19 Zip Code.dta"

. do "C:\Users\bjn12\Dropbox\New Inequality Projects\Working Poor\Reny & Gest 2020 Online Summer Survey\Perceiving the Haves and the Have-Nots\Manuscript\PSRM Submission\R&R\Resubmission Package\Conditional Accept\Replication Data Files\ACS 2015-19 Do-File.do"
{txt}
{com}. *ACS 2015-19 Zip Code*
. 
. *Figure 1 Left Graph
. scatter pless30zip ginizip
{res}{txt}
{com}. 
. *Figure 1 Right Graph
. scatter pmore100zip ginizip
{res}{txt}
{com}. 
{txt}end of do-file

{com}. clear

. use "C:\Users\bjn12\Dropbox\New Inequality Projects\Working Poor\Reny & Gest 2020 Online Summer Survey\Perceiving the Haves and the Have-Nots\Manuscript\PSRM Submission\R&R\Resubmission Package\Conditional Accept\Replication Data Files\August 2020 Lucid Data.dta"

. do "C:\Users\bjn12\Dropbox\New Inequality Projects\Working Poor\Reny & Gest 2020 Online Summer Survey\Perceiving the Haves and the Have-Nots\Manuscript\PSRM Submission\R&R\Resubmission Package\Conditional Accept\Replication Data Files\August 2020 Lucid Do-File.do"
{txt}
{com}. *August 2020 Lucid Survey*
. 
. **NOTE: To run this file in Stata, users will have to download the 'interflex' package 
. net search interflex 
{txt}(contacting http://www.stata.com)

{s6hlp}
1 package found (Stata Journal listed first)
--------------------------------------------

@net:describe interflex, from(http://fmwww.bc.edu/RePEc/bocode/i)!interflex from http://fmwww.bc.edu/RePEc/bocode/i@
    'INTERFLEX': module to estimate multiplicative interaction models with
    diagnostics and visualization / interflex performs diagnostics and
    visualizations of / multiplicative interaction models. Besides
    conventional linear / interaction models, it provides two additional

{smcl}

{com}. 
. 
. ********************
. **Figure 2 Panel A**
. ********************
. 
. *Left Graph
. interflex zlocineq zpbelow30k pabove100 zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)
{txt}p value of Wald test: {res}0.0161
{txt}
{com}. mat list r(estBin)
{res}
{txt}r(estBin)[3,5]
            x0    bin_marg      bin_se    bin_CI_l    bin_CI_u
r1 {res}  14.267364   .01155478   .04047567  -.06777608   .09088564
{txt}r2 {res}  25.396992   .08614842   .04773135  -.00740332   .17970015
{txt}r3 {res}  45.473583   .33435403   .05781988   .22102915   .44767891
{reset}
{com}. *Right Graph
. interflex zlocineq zpbelow25k pabove125 zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)
{txt}p value of Wald test: {res}0.0005
{txt}
{com}. mat list r(estBin)
{res}
{txt}r(estBin)[3,5]
            x0    bin_marg      bin_se    bin_CI_l    bin_CI_u
r1 {res}  7.7490773  -.03455971   .03638889  -.10588062   .03676119
{txt}r2 {res}  15.920867   .05264248   .04262945  -.03090971   .13619467
{txt}r3 {res}   33.66893   .25664691   .05194459   .15483739   .35845644
{reset}
{com}. 
. 
. ***************************************
. **Figure 3 Panel A; Appendix Table A1**
. ***************************************
. 
. *Gini Coefficient
. reg zlocineq zgini19zip zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     9,145
                                                {txt}F(22, 6071)       =  {res}    40.95
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.0897
                                                {txt}Root MSE          =    {res} .95336

{txt}{ralign 80:(Std. err. adjusted for {res:6,072} clusters in {res:zip})}
{hline 15}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 16}{c |}{col 28}    Robust
{col 1}      zlocineq{col 16}{c |} Coefficient{col 28}  std. err.{col 40}      t{col 48}   P>|t|{col 56}     [95% con{col 69}f. interval]
{hline 15}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 4}zgini19zip {c |}{col 16}{res}{space 2} .0483945{col 28}{space 2} .0138559{col 39}{space 1}    3.49{col 48}{space 3}0.000{col 56}{space 4} .0212319{col 69}{space 3}  .075557
{txt}{space 2}zmedinc19zip {c |}{col 16}{res}{space 2}-.0767321{col 28}{space 2} .0205534{col 39}{space 1}   -3.73{col 48}{space 3}0.000{col 56}{space 4}-.1170241{col 69}{space 3}-.0364401
{txt}zpcollege19zip {c |}{col 16}{res}{space 2} .0038739{col 28}{space 2} .0205802{col 39}{space 1}    0.19{col 48}{space 3}0.851{col 56}{space 4}-.0364706{col 69}{space 3} .0442184
{txt}{space 2}zpunemp19zip {c |}{col 16}{res}{space 2} .0133995{col 28}{space 2} .0152627{col 39}{space 1}    0.88{col 48}{space 3}0.380{col 56}{space 4}-.0165207{col 69}{space 3} .0433198
{txt}{space 1}zpnonwht19zip {c |}{col 16}{res}{space 2} .0135314{col 28}{space 2}  .012671{col 39}{space 1}    1.07{col 48}{space 3}0.286{col 56}{space 4}-.0113083{col 69}{space 3} .0383711
{txt}{space 2}zpopden19zip {c |}{col 16}{res}{space 2} .0437295{col 28}{space 2} .0109553{col 39}{space 1}    3.99{col 48}{space 3}0.000{col 56}{space 4} .0222531{col 69}{space 3} .0652058
{txt}{space 9}zeduc {c |}{col 16}{res}{space 2} .0792757{col 28}{space 2} .0118006{col 39}{space 1}    6.72{col 48}{space 3}0.000{col 56}{space 4} .0561423{col 69}{space 3} .1024091
{txt}{space 2}lowmidincome {c |}{col 16}{res}{space 2}-.0070719{col 28}{space 2} .0332826{col 39}{space 1}   -0.21{col 48}{space 3}0.832{col 56}{space 4}-.0723177{col 69}{space 3} .0581739
{txt}{space 5}midincome {c |}{col 16}{res}{space 2}-.0412122{col 28}{space 2} .0322028{col 39}{space 1}   -1.28{col 48}{space 3}0.201{col 56}{space 4} -.104341{col 69}{space 3} .0219167
{txt}{space 1}highmidincome {c |}{col 16}{res}{space 2}-.1089482{col 28}{space 2} .0342527{col 39}{space 1}   -3.18{col 48}{space 3}0.001{col 56}{space 4}-.1760956{col 69}{space 3}-.0418009
{txt}{space 4}highincome {c |}{col 16}{res}{space 2}-.0681198{col 28}{space 2} .0380966{col 39}{space 1}   -1.79{col 48}{space 3}0.074{col 56}{space 4}-.1428027{col 69}{space 3}  .006563
{txt}{space 1}missingincome {c |}{col 16}{res}{space 2}-.1350703{col 28}{space 2} .0612804{col 39}{space 1}   -2.20{col 48}{space 3}0.028{col 56}{space 4}-.2552018{col 69}{space 3}-.0149389
{txt}{space 10}zAge {c |}{col 16}{res}{space 2}-.1101842{col 28}{space 2} .0113853{col 39}{space 1}   -9.68{col 48}{space 3}0.000{col 56}{space 4}-.1325034{col 69}{space 3}-.0878651
{txt}{space 10}male {c |}{col 16}{res}{space 2}-.0823029{col 28}{space 2} .0209972{col 39}{space 1}   -3.92{col 48}{space 3}0.000{col 56}{space 4}-.1234648{col 69}{space 3}-.0411409
{txt}{space 9}black {c |}{col 16}{res}{space 2}-.1602403{col 28}{space 2} .0360434{col 39}{space 1}   -4.45{col 48}{space 3}0.000{col 56}{space 4}-.2308981{col 69}{space 3}-.0895824
{txt}{space 8}latino {c |}{col 16}{res}{space 2}-.1393268{col 28}{space 2} .0357413{col 39}{space 1}   -3.90{col 48}{space 3}0.000{col 56}{space 4}-.2093924{col 69}{space 3}-.0692612
{txt}{space 10}aapi {c |}{col 16}{res}{space 2}-.2072932{col 28}{space 2} .0513695{col 39}{space 1}   -4.04{col 48}{space 3}0.000{col 56}{space 4}-.3079957{col 69}{space 3}-.1065906
{txt}{space 4}unemployed {c |}{col 16}{res}{space 2} .0900254{col 28}{space 2} .0319572{col 39}{space 1}    2.82{col 48}{space 3}0.005{col 56}{space 4}  .027378{col 69}{space 3} .1526728
{txt}{space 5}union_mem {c |}{col 16}{res}{space 2} .1887784{col 28}{space 2} .0296135{col 39}{space 1}    6.37{col 48}{space 3}0.000{col 56}{space 4} .1307255{col 69}{space 3} .2468312
{txt}{space 4}union_past {c |}{col 16}{res}{space 2} .0656124{col 28}{space 2} .0300747{col 39}{space 1}    2.18{col 48}{space 3}0.029{col 56}{space 4} .0066553{col 69}{space 3} .1245696
{txt}{space 6}zpartyid {c |}{col 16}{res}{space 2}-.1367724{col 28}{space 2} .0104858{col 39}{space 1}  -13.04{col 48}{space 3}0.000{col 56}{space 4}-.1573284{col 69}{space 3}-.1162164
{txt}{space 7}zftpoor {c |}{col 16}{res}{space 2} .1700606{col 28}{space 2}  .010919{col 39}{space 1}   15.57{col 48}{space 3}0.000{col 56}{space 4} .1486554{col 69}{space 3} .1914659
{txt}{space 9}_cons {c |}{col 16}{res}{space 2}  .097074{col 28}{space 2}  .027615{col 39}{space 1}    3.52{col 48}{space 3}0.000{col 56}{space 4} .0429388{col 69}{space 3} .1512092
{txt}{hline 15}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. *80/20 Ratio
. reg zlocineq zratio19zip zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     9,058
                                                {txt}F(22, 5990)       =  {res}    40.22
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.0900
                                                {txt}Root MSE          =    {res} .95264

{txt}{ralign 80:(Std. err. adjusted for {res:5,991} clusters in {res:zip})}
{hline 15}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 16}{c |}{col 28}    Robust
{col 1}      zlocineq{col 16}{c |} Coefficient{col 28}  std. err.{col 40}      t{col 48}   P>|t|{col 56}     [95% con{col 69}f. interval]
{hline 15}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 3}zratio19zip {c |}{col 16}{res}{space 2} .0335537{col 28}{space 2} .0188544{col 39}{space 1}    1.78{col 48}{space 3}0.075{col 56}{space 4}-.0034078{col 69}{space 3} .0705152
{txt}{space 2}zmedinc19zip {c |}{col 16}{res}{space 2}-.1005942{col 28}{space 2} .0189453{col 39}{space 1}   -5.31{col 48}{space 3}0.000{col 56}{space 4}-.1377339{col 69}{space 3}-.0634546
{txt}zpcollege19zip {c |}{col 16}{res}{space 2} .0224946{col 28}{space 2} .0191558{col 39}{space 1}    1.17{col 48}{space 3}0.240{col 56}{space 4}-.0150576{col 69}{space 3} .0600469
{txt}{space 2}zpunemp19zip {c |}{col 16}{res}{space 2} .0106553{col 28}{space 2} .0157422{col 39}{space 1}    0.68{col 48}{space 3}0.499{col 56}{space 4} -.020205{col 69}{space 3} .0415156
{txt}{space 1}zpnonwht19zip {c |}{col 16}{res}{space 2} .0160869{col 28}{space 2} .0127988{col 39}{space 1}    1.26{col 48}{space 3}0.209{col 56}{space 4}-.0090032{col 69}{space 3} .0411771
{txt}{space 2}zpopden19zip {c |}{col 16}{res}{space 2} .0473397{col 28}{space 2} .0109746{col 39}{space 1}    4.31{col 48}{space 3}0.000{col 56}{space 4} .0258255{col 69}{space 3} .0688539
{txt}{space 9}zeduc {c |}{col 16}{res}{space 2} .0783819{col 28}{space 2}  .011877{col 39}{space 1}    6.60{col 48}{space 3}0.000{col 56}{space 4} .0550986{col 69}{space 3} .1016652
{txt}{space 2}lowmidincome {c |}{col 16}{res}{space 2}-.0040602{col 28}{space 2} .0334972{col 39}{space 1}   -0.12{col 48}{space 3}0.904{col 56}{space 4}-.0697268{col 69}{space 3} .0616063
{txt}{space 5}midincome {c |}{col 16}{res}{space 2}-.0406894{col 28}{space 2} .0323813{col 39}{space 1}   -1.26{col 48}{space 3}0.209{col 56}{space 4}-.1041685{col 69}{space 3} .0227896
{txt}{space 1}highmidincome {c |}{col 16}{res}{space 2}-.1110784{col 28}{space 2} .0344532{col 39}{space 1}   -3.22{col 48}{space 3}0.001{col 56}{space 4} -.178619{col 69}{space 3}-.0435378
{txt}{space 4}highincome {c |}{col 16}{res}{space 2}-.0668594{col 28}{space 2} .0383669{col 39}{space 1}   -1.74{col 48}{space 3}0.081{col 56}{space 4}-.1420724{col 69}{space 3} .0083536
{txt}{space 1}missingincome {c |}{col 16}{res}{space 2}-.1354741{col 28}{space 2}  .061701{col 39}{space 1}   -2.20{col 48}{space 3}0.028{col 56}{space 4}-.2564302{col 69}{space 3} -.014518
{txt}{space 10}zAge {c |}{col 16}{res}{space 2}-.1099018{col 28}{space 2} .0114293{col 39}{space 1}   -9.62{col 48}{space 3}0.000{col 56}{space 4}-.1323074{col 69}{space 3}-.0874962
{txt}{space 10}male {c |}{col 16}{res}{space 2}-.0830322{col 28}{space 2} .0210695{col 39}{space 1}   -3.94{col 48}{space 3}0.000{col 56}{space 4}-.1243359{col 69}{space 3}-.0417284
{txt}{space 9}black {c |}{col 16}{res}{space 2}-.1612054{col 28}{space 2}  .036153{col 39}{space 1}   -4.46{col 48}{space 3}0.000{col 56}{space 4}-.2320784{col 69}{space 3}-.0903324
{txt}{space 8}latino {c |}{col 16}{res}{space 2}-.1378486{col 28}{space 2} .0358794{col 39}{space 1}   -3.84{col 48}{space 3}0.000{col 56}{space 4}-.2081852{col 69}{space 3} -.067512
{txt}{space 10}aapi {c |}{col 16}{res}{space 2}-.2048358{col 28}{space 2} .0514295{col 39}{space 1}   -3.98{col 48}{space 3}0.000{col 56}{space 4} -.305656{col 69}{space 3}-.1040155
{txt}{space 4}unemployed {c |}{col 16}{res}{space 2} .0890295{col 28}{space 2} .0320718{col 39}{space 1}    2.78{col 48}{space 3}0.006{col 56}{space 4} .0261572{col 69}{space 3} .1519018
{txt}{space 5}union_mem {c |}{col 16}{res}{space 2} .1943358{col 28}{space 2}  .029722{col 39}{space 1}    6.54{col 48}{space 3}0.000{col 56}{space 4}   .13607{col 69}{space 3} .2526017
{txt}{space 4}union_past {c |}{col 16}{res}{space 2} .0683975{col 28}{space 2} .0302296{col 39}{space 1}    2.26{col 48}{space 3}0.024{col 56}{space 4} .0091366{col 69}{space 3} .1276584
{txt}{space 6}zpartyid {c |}{col 16}{res}{space 2}-.1365736{col 28}{space 2} .0105165{col 39}{space 1}  -12.99{col 48}{space 3}0.000{col 56}{space 4}-.1571897{col 69}{space 3}-.1159575
{txt}{space 7}zftpoor {c |}{col 16}{res}{space 2} .1708493{col 28}{space 2} .0109539{col 39}{space 1}   15.60{col 48}{space 3}0.000{col 56}{space 4} .1493757{col 69}{space 3} .1923228
{txt}{space 9}_cons {c |}{col 16}{res}{space 2}  .095285{col 28}{space 2} .0277839{col 39}{space 1}    3.43{col 48}{space 3}0.001{col 56}{space 4} .0408185{col 69}{space 3} .1497515
{txt}{hline 15}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. *Top 5% Share
. reg zlocineq ztop5share19zip zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     9,058
                                                {txt}F(22, 5990)       =  {res}    40.80
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.0902
                                                {txt}Root MSE          =    {res} .95251

{txt}{ralign 81:(Std. err. adjusted for {res:5,991} clusters in {res:zip})}
{hline 16}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 17}{c |}{col 29}    Robust
{col 1}       zlocineq{col 17}{c |} Coefficient{col 29}  std. err.{col 41}      t{col 49}   P>|t|{col 57}     [95% con{col 70}f. interval]
{hline 16}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
ztop5share19zip {c |}{col 17}{res}{space 2} .0374982{col 29}{space 2} .0122103{col 40}{space 1}    3.07{col 49}{space 3}0.002{col 57}{space 4} .0135616{col 70}{space 3} .0614349
{txt}{space 3}zmedinc19zip {c |}{col 17}{res}{space 2}-.0930577{col 29}{space 2} .0197366{col 40}{space 1}   -4.71{col 49}{space 3}0.000{col 57}{space 4}-.1317486{col 70}{space 3}-.0543668
{txt}{space 1}zpcollege19zip {c |}{col 17}{res}{space 2}  .016619{col 29}{space 2} .0195703{col 40}{space 1}    0.85{col 49}{space 3}0.396{col 57}{space 4}-.0217458{col 70}{space 3} .0549838
{txt}{space 3}zpunemp19zip {c |}{col 17}{res}{space 2} .0114861{col 29}{space 2}  .015456{col 40}{space 1}    0.74{col 49}{space 3}0.457{col 57}{space 4}-.0188133{col 70}{space 3} .0417855
{txt}{space 2}zpnonwht19zip {c |}{col 17}{res}{space 2} .0187975{col 29}{space 2}  .012857{col 40}{space 1}    1.46{col 49}{space 3}0.144{col 57}{space 4}-.0064069{col 70}{space 3} .0440019
{txt}{space 3}zpopden19zip {c |}{col 17}{res}{space 2}  .047549{col 29}{space 2} .0108767{col 40}{space 1}    4.37{col 49}{space 3}0.000{col 57}{space 4} .0262267{col 70}{space 3} .0688713
{txt}{space 10}zeduc {c |}{col 17}{res}{space 2} .0793511{col 29}{space 2} .0118688{col 40}{space 1}    6.69{col 49}{space 3}0.000{col 57}{space 4}  .056084{col 70}{space 3} .1026182
{txt}{space 3}lowmidincome {c |}{col 17}{res}{space 2}-.0034495{col 29}{space 2} .0334603{col 40}{space 1}   -0.10{col 49}{space 3}0.918{col 57}{space 4}-.0690438{col 70}{space 3} .0621448
{txt}{space 6}midincome {c |}{col 17}{res}{space 2}-.0408044{col 29}{space 2} .0323429{col 40}{space 1}   -1.26{col 49}{space 3}0.207{col 57}{space 4}-.1042081{col 70}{space 3} .0225993
{txt}{space 2}highmidincome {c |}{col 17}{res}{space 2}-.1110849{col 29}{space 2} .0344202{col 40}{space 1}   -3.23{col 49}{space 3}0.001{col 57}{space 4}-.1785608{col 70}{space 3} -.043609
{txt}{space 5}highincome {c |}{col 17}{res}{space 2}-.0674703{col 29}{space 2} .0383433{col 40}{space 1}   -1.76{col 49}{space 3}0.079{col 57}{space 4}-.1426369{col 70}{space 3} .0076963
{txt}{space 2}missingincome {c |}{col 17}{res}{space 2}-.1383825{col 29}{space 2}  .061654{col 40}{space 1}   -2.24{col 49}{space 3}0.025{col 57}{space 4}-.2592466{col 70}{space 3}-.0175185
{txt}{space 11}zAge {c |}{col 17}{res}{space 2}-.1104154{col 29}{space 2}  .011436{col 40}{space 1}   -9.66{col 49}{space 3}0.000{col 57}{space 4}-.1328341{col 70}{space 3}-.0879968
{txt}{space 11}male {c |}{col 17}{res}{space 2}-.0838349{col 29}{space 2}  .021084{col 40}{space 1}   -3.98{col 49}{space 3}0.000{col 57}{space 4}-.1251672{col 70}{space 3}-.0425026
{txt}{space 10}black {c |}{col 17}{res}{space 2}-.1623798{col 29}{space 2} .0361489{col 40}{space 1}   -4.49{col 49}{space 3}0.000{col 57}{space 4}-.2332446{col 70}{space 3}-.0915149
{txt}{space 9}latino {c |}{col 17}{res}{space 2}-.1405128{col 29}{space 2} .0359425{col 40}{space 1}   -3.91{col 49}{space 3}0.000{col 57}{space 4} -.210973{col 70}{space 3}-.0700527
{txt}{space 11}aapi {c |}{col 17}{res}{space 2}-.2057725{col 29}{space 2} .0513963{col 40}{space 1}   -4.00{col 49}{space 3}0.000{col 57}{space 4}-.3065277{col 70}{space 3}-.1050172
{txt}{space 5}unemployed {c |}{col 17}{res}{space 2} .0864766{col 29}{space 2} .0320861{col 40}{space 1}    2.70{col 49}{space 3}0.007{col 57}{space 4} .0235763{col 70}{space 3} .1493769
{txt}{space 6}union_mem {c |}{col 17}{res}{space 2} .1942886{col 29}{space 2} .0297063{col 40}{space 1}    6.54{col 49}{space 3}0.000{col 57}{space 4} .1360535{col 70}{space 3} .2525236
{txt}{space 5}union_past {c |}{col 17}{res}{space 2} .0694959{col 29}{space 2} .0302461{col 40}{space 1}    2.30{col 49}{space 3}0.022{col 57}{space 4} .0102027{col 70}{space 3} .1287892
{txt}{space 7}zpartyid {c |}{col 17}{res}{space 2}-.1367351{col 29}{space 2} .0105248{col 40}{space 1}  -12.99{col 49}{space 3}0.000{col 57}{space 4}-.1573676{col 70}{space 3}-.1161027
{txt}{space 8}zftpoor {c |}{col 17}{res}{space 2} .1706322{col 29}{space 2} .0109716{col 40}{space 1}   15.55{col 49}{space 3}0.000{col 57}{space 4} .1491239{col 70}{space 3} .1921405
{txt}{space 10}_cons {c |}{col 17}{res}{space 2} .0963592{col 29}{space 2} .0278039{col 40}{space 1}    3.47{col 49}{space 3}0.001{col 57}{space 4} .0418536{col 70}{space 3} .1508648
{txt}{hline 16}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. *Top-Concentrated and Bottom-Concentrated
. reg zlocineq ztop5mid19zip zmidlow19zip zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     9,058
                                                {txt}F(23, 5990)       =  {res}    38.87
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.0908
                                                {txt}Root MSE          =    {res} .95225

{txt}{ralign 80:(Std. err. adjusted for {res:5,991} clusters in {res:zip})}
{hline 15}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 16}{c |}{col 28}    Robust
{col 1}      zlocineq{col 16}{c |} Coefficient{col 28}  std. err.{col 40}      t{col 48}   P>|t|{col 56}     [95% con{col 69}f. interval]
{hline 15}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 1}ztop5mid19zip {c |}{col 16}{res}{space 2} .0322926{col 28}{space 2} .0123486{col 39}{space 1}    2.62{col 48}{space 3}0.009{col 56}{space 4}  .008085{col 69}{space 3} .0565003
{txt}{space 2}zmidlow19zip {c |}{col 16}{res}{space 2} .0297309{col 28}{space 2} .0123322{col 39}{space 1}    2.41{col 48}{space 3}0.016{col 56}{space 4} .0055554{col 69}{space 3} .0539064
{txt}{space 2}zmedinc19zip {c |}{col 16}{res}{space 2}-.0842536{col 28}{space 2}  .019844{col 39}{space 1}   -4.25{col 48}{space 3}0.000{col 56}{space 4}-.1231549{col 69}{space 3}-.0453523
{txt}zpcollege19zip {c |}{col 16}{res}{space 2} .0042045{col 28}{space 2} .0199395{col 39}{space 1}    0.21{col 48}{space 3}0.833{col 56}{space 4}-.0348842{col 69}{space 3} .0432931
{txt}{space 2}zpunemp19zip {c |}{col 16}{res}{space 2} .0058311{col 28}{space 2} .0156598{col 39}{space 1}    0.37{col 48}{space 3}0.710{col 56}{space 4}-.0248677{col 69}{space 3}   .03653
{txt}{space 1}zpnonwht19zip {c |}{col 16}{res}{space 2} .0170015{col 28}{space 2}  .012862{col 39}{space 1}    1.32{col 48}{space 3}0.186{col 56}{space 4}-.0082127{col 69}{space 3} .0422157
{txt}{space 2}zpopden19zip {c |}{col 16}{res}{space 2} .0429463{col 28}{space 2} .0109568{col 39}{space 1}    3.92{col 48}{space 3}0.000{col 56}{space 4}  .021467{col 69}{space 3} .0644256
{txt}{space 9}zeduc {c |}{col 16}{res}{space 2} .0783543{col 28}{space 2} .0118706{col 39}{space 1}    6.60{col 48}{space 3}0.000{col 56}{space 4} .0550837{col 69}{space 3} .1016249
{txt}{space 2}lowmidincome {c |}{col 16}{res}{space 2}-.0020529{col 28}{space 2} .0334836{col 39}{space 1}   -0.06{col 48}{space 3}0.951{col 56}{space 4}-.0676929{col 69}{space 3} .0635871
{txt}{space 5}midincome {c |}{col 16}{res}{space 2}-.0381673{col 28}{space 2} .0323306{col 39}{space 1}   -1.18{col 48}{space 3}0.238{col 56}{space 4} -.101547{col 69}{space 3} .0252124
{txt}{space 1}highmidincome {c |}{col 16}{res}{space 2}-.1088629{col 28}{space 2}  .034399{col 39}{space 1}   -3.16{col 48}{space 3}0.002{col 56}{space 4}-.1762973{col 69}{space 3}-.0414286
{txt}{space 4}highincome {c |}{col 16}{res}{space 2}-.0650524{col 28}{space 2} .0383138{col 39}{space 1}   -1.70{col 48}{space 3}0.090{col 56}{space 4}-.1401613{col 69}{space 3} .0100565
{txt}{space 1}missingincome {c |}{col 16}{res}{space 2} -.134262{col 28}{space 2} .0616363{col 39}{space 1}   -2.18{col 48}{space 3}0.029{col 56}{space 4}-.2550913{col 69}{space 3}-.0134328
{txt}{space 10}zAge {c |}{col 16}{res}{space 2} -.109782{col 28}{space 2}  .011426{col 39}{space 1}   -9.61{col 48}{space 3}0.000{col 56}{space 4} -.132181{col 69}{space 3}-.0873829
{txt}{space 10}male {c |}{col 16}{res}{space 2}-.0839425{col 28}{space 2} .0210783{col 39}{space 1}   -3.98{col 48}{space 3}0.000{col 56}{space 4}-.1252635{col 69}{space 3}-.0426215
{txt}{space 9}black {c |}{col 16}{res}{space 2}-.1612208{col 28}{space 2}  .036125{col 39}{space 1}   -4.46{col 48}{space 3}0.000{col 56}{space 4}-.2320388{col 69}{space 3}-.0904028
{txt}{space 8}latino {c |}{col 16}{res}{space 2}-.1388566{col 28}{space 2} .0359058{col 39}{space 1}   -3.87{col 48}{space 3}0.000{col 56}{space 4}-.2092449{col 69}{space 3}-.0684683
{txt}{space 10}aapi {c |}{col 16}{res}{space 2}-.2048236{col 28}{space 2} .0513773{col 39}{space 1}   -3.99{col 48}{space 3}0.000{col 56}{space 4}-.3055417{col 69}{space 3}-.1041055
{txt}{space 4}unemployed {c |}{col 16}{res}{space 2} .0880147{col 28}{space 2} .0320519{col 39}{space 1}    2.75{col 48}{space 3}0.006{col 56}{space 4} .0251813{col 69}{space 3}  .150848
{txt}{space 5}union_mem {c |}{col 16}{res}{space 2} .1929075{col 28}{space 2} .0297026{col 39}{space 1}    6.49{col 48}{space 3}0.000{col 56}{space 4} .1346798{col 69}{space 3} .2511352
{txt}{space 4}union_past {c |}{col 16}{res}{space 2} .0687384{col 28}{space 2} .0302251{col 39}{space 1}    2.27{col 48}{space 3}0.023{col 56}{space 4} .0094863{col 69}{space 3} .1279904
{txt}{space 6}zpartyid {c |}{col 16}{res}{space 2}-.1366186{col 28}{space 2} .0105196{col 39}{space 1}  -12.99{col 48}{space 3}0.000{col 56}{space 4}-.1572409{col 69}{space 3}-.1159963
{txt}{space 7}zftpoor {c |}{col 16}{res}{space 2} .1707003{col 28}{space 2} .0109563{col 39}{space 1}   15.58{col 48}{space 3}0.000{col 56}{space 4}  .149222{col 69}{space 3} .1921787
{txt}{space 9}_cons {c |}{col 16}{res}{space 2} .0946411{col 28}{space 2}  .027764{col 39}{space 1}    3.41{col 48}{space 3}0.001{col 56}{space 4} .0402136{col 69}{space 3} .1490686
{txt}{hline 15}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. *%Below $30K and %Above $100K
. reg zlocineq zpbelow30k zpabove100 zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     9,145
                                                {txt}F(23, 6071)       =  {res}    39.19
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.0900
                                                {txt}Root MSE          =    {res} .95326

{txt}{ralign 80:(Std. err. adjusted for {res:6,072} clusters in {res:zip})}
{hline 15}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 16}{c |}{col 28}    Robust
{col 1}      zlocineq{col 16}{c |} Coefficient{col 28}  std. err.{col 40}      t{col 48}   P>|t|{col 56}     [95% con{col 69}f. interval]
{hline 15}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 4}zpbelow30k {c |}{col 16}{res}{space 2} .0674863{col 28}{space 2} .0227688{col 39}{space 1}    2.96{col 48}{space 3}0.003{col 56}{space 4} .0228513{col 69}{space 3} .1121212
{txt}{space 4}zpabove100 {c |}{col 16}{res}{space 2}-.0723559{col 28}{space 2} .0480164{col 39}{space 1}   -1.51{col 48}{space 3}0.132{col 56}{space 4} -.166485{col 69}{space 3} .0217732
{txt}{space 2}zmedinc19zip {c |}{col 16}{res}{space 2} .0016263{col 28}{space 2} .0460416{col 39}{space 1}    0.04{col 48}{space 3}0.972{col 56}{space 4}-.0886316{col 69}{space 3} .0918842
{txt}zpcollege19zip {c |}{col 16}{res}{space 2} .0454789{col 28}{space 2} .0189354{col 39}{space 1}    2.40{col 48}{space 3}0.016{col 56}{space 4} .0083589{col 69}{space 3}  .082599
{txt}{space 2}zpunemp19zip {c |}{col 16}{res}{space 2} .0035466{col 28}{space 2} .0164745{col 39}{space 1}    0.22{col 48}{space 3}0.830{col 56}{space 4}-.0287493{col 69}{space 3} .0358424
{txt}{space 1}zpnonwht19zip {c |}{col 16}{res}{space 2} .0133282{col 28}{space 2} .0127073{col 39}{space 1}    1.05{col 48}{space 3}0.294{col 56}{space 4}-.0115827{col 69}{space 3} .0382391
{txt}{space 2}zpopden19zip {c |}{col 16}{res}{space 2} .0467537{col 28}{space 2} .0104521{col 39}{space 1}    4.47{col 48}{space 3}0.000{col 56}{space 4} .0262638{col 69}{space 3} .0672435
{txt}{space 9}zeduc {c |}{col 16}{res}{space 2}   .07966{col 28}{space 2}  .011813{col 39}{space 1}    6.74{col 48}{space 3}0.000{col 56}{space 4} .0565023{col 69}{space 3} .1028177
{txt}{space 2}lowmidincome {c |}{col 16}{res}{space 2}-.0062539{col 28}{space 2} .0332554{col 39}{space 1}   -0.19{col 48}{space 3}0.851{col 56}{space 4}-.0714463{col 69}{space 3} .0589385
{txt}{space 5}midincome {c |}{col 16}{res}{space 2}-.0398567{col 28}{space 2} .0322189{col 39}{space 1}   -1.24{col 48}{space 3}0.216{col 56}{space 4}-.1030172{col 69}{space 3} .0233038
{txt}{space 1}highmidincome {c |}{col 16}{res}{space 2}-.1040983{col 28}{space 2} .0342577{col 39}{space 1}   -3.04{col 48}{space 3}0.002{col 56}{space 4}-.1712556{col 69}{space 3} -.036941
{txt}{space 4}highincome {c |}{col 16}{res}{space 2}-.0636078{col 28}{space 2} .0381967{col 39}{space 1}   -1.67{col 48}{space 3}0.096{col 56}{space 4}-.1384868{col 69}{space 3} .0112713
{txt}{space 1}missingincome {c |}{col 16}{res}{space 2}-.1324649{col 28}{space 2} .0611923{col 39}{space 1}   -2.16{col 48}{space 3}0.030{col 56}{space 4}-.2524235{col 69}{space 3}-.0125064
{txt}{space 10}zAge {c |}{col 16}{res}{space 2}-.1087156{col 28}{space 2} .0113969{col 39}{space 1}   -9.54{col 48}{space 3}0.000{col 56}{space 4}-.1310576{col 69}{space 3}-.0863736
{txt}{space 10}male {c |}{col 16}{res}{space 2}-.0822619{col 28}{space 2} .0209757{col 39}{space 1}   -3.92{col 48}{space 3}0.000{col 56}{space 4}-.1233817{col 69}{space 3} -.041142
{txt}{space 9}black {c |}{col 16}{res}{space 2}-.1599139{col 28}{space 2} .0360934{col 39}{space 1}   -4.43{col 48}{space 3}0.000{col 56}{space 4}-.2306698{col 69}{space 3}-.0891579
{txt}{space 8}latino {c |}{col 16}{res}{space 2}-.1346527{col 28}{space 2} .0356534{col 39}{space 1}   -3.78{col 48}{space 3}0.000{col 56}{space 4}-.2045461{col 69}{space 3}-.0647593
{txt}{space 10}aapi {c |}{col 16}{res}{space 2} -.199807{col 28}{space 2} .0512188{col 39}{space 1}   -3.90{col 48}{space 3}0.000{col 56}{space 4} -.300214{col 69}{space 3}   -.0994
{txt}{space 4}unemployed {c |}{col 16}{res}{space 2} .0936226{col 28}{space 2} .0319936{col 39}{space 1}    2.93{col 48}{space 3}0.003{col 56}{space 4} .0309038{col 69}{space 3} .1563413
{txt}{space 5}union_mem {c |}{col 16}{res}{space 2} .1897345{col 28}{space 2} .0296129{col 39}{space 1}    6.41{col 48}{space 3}0.000{col 56}{space 4} .1316828{col 69}{space 3} .2477863
{txt}{space 4}union_past {c |}{col 16}{res}{space 2} .0667485{col 28}{space 2} .0301225{col 39}{space 1}    2.22{col 48}{space 3}0.027{col 56}{space 4} .0076977{col 69}{space 3} .1257993
{txt}{space 6}zpartyid {c |}{col 16}{res}{space 2}-.1374305{col 28}{space 2}  .010493{col 39}{space 1}  -13.10{col 48}{space 3}0.000{col 56}{space 4}-.1580006{col 69}{space 3}-.1168604
{txt}{space 7}zftpoor {c |}{col 16}{res}{space 2} .1690582{col 28}{space 2} .0109222{col 39}{space 1}   15.48{col 48}{space 3}0.000{col 56}{space 4} .1476467{col 69}{space 3} .1904696
{txt}{space 9}_cons {c |}{col 16}{res}{space 2} .0932277{col 28}{space 2} .0276218{col 39}{space 1}    3.38{col 48}{space 3}0.001{col 56}{space 4} .0390792{col 69}{space 3} .1473763
{txt}{hline 15}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. *%Below $30K at 3 bins of Above $100K
. interflex zlocineq zpbelow30k pabove100 zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)
{txt}p value of Wald test: {res}0.0161
{txt}
{com}. mat list r(estBin)
{res}
{txt}r(estBin)[3,5]
            x0    bin_marg      bin_se    bin_CI_l    bin_CI_u
r1 {res}  14.267364   .01155478   .04047567  -.06777608   .09088564
{txt}r2 {res}  25.396992   .08614842   .04773135  -.00740332   .17970015
{txt}r3 {res}  45.473583   .33435403   .05781988   .22102915   .44767891
{reset}
{com}. 
. ***************************************
. **Figure 4; Appendix Table A3**
. ***************************************
. 
. *Gini Coefficient
. reg zmiltax zgini19zip zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     9,145
                                                {txt}F(22, 6071)       =  {res}    52.07
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.1040
                                                {txt}Root MSE          =    {res} .94425

{txt}{ralign 80:(Std. err. adjusted for {res:6,072} clusters in {res:zip})}
{hline 15}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 16}{c |}{col 28}    Robust
{col 1}       zmiltax{col 16}{c |} Coefficient{col 28}  std. err.{col 40}      t{col 48}   P>|t|{col 56}     [95% con{col 69}f. interval]
{hline 15}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 4}zgini19zip {c |}{col 16}{res}{space 2} .0119781{col 28}{space 2} .0134103{col 39}{space 1}    0.89{col 48}{space 3}0.372{col 56}{space 4}-.0143108{col 69}{space 3}  .038267
{txt}{space 2}zmedinc19zip {c |}{col 16}{res}{space 2} -.028403{col 28}{space 2} .0194481{col 39}{space 1}   -1.46{col 48}{space 3}0.144{col 56}{space 4}-.0665281{col 69}{space 3} .0097221
{txt}zpcollege19zip {c |}{col 16}{res}{space 2}  .017199{col 28}{space 2} .0202336{col 39}{space 1}    0.85{col 48}{space 3}0.395{col 56}{space 4} -.022466{col 69}{space 3}  .056864
{txt}{space 2}zpunemp19zip {c |}{col 16}{res}{space 2}-.0032641{col 28}{space 2} .0158393{col 39}{space 1}   -0.21{col 48}{space 3}0.837{col 56}{space 4}-.0343148{col 69}{space 3} .0277865
{txt}{space 1}zpnonwht19zip {c |}{col 16}{res}{space 2} .0020743{col 28}{space 2} .0125983{col 39}{space 1}    0.16{col 48}{space 3}0.869{col 56}{space 4}-.0226229{col 69}{space 3} .0267714
{txt}{space 2}zpopden19zip {c |}{col 16}{res}{space 2} .0251889{col 28}{space 2} .0122342{col 39}{space 1}    2.06{col 48}{space 3}0.040{col 56}{space 4} .0012055{col 69}{space 3} .0491723
{txt}{space 9}zeduc {c |}{col 16}{res}{space 2} .0241906{col 28}{space 2} .0118003{col 39}{space 1}    2.05{col 48}{space 3}0.040{col 56}{space 4} .0010578{col 69}{space 3} .0473235
{txt}{space 2}lowmidincome {c |}{col 16}{res}{space 2} .0735317{col 28}{space 2} .0331955{col 39}{space 1}    2.22{col 48}{space 3}0.027{col 56}{space 4} .0084567{col 69}{space 3} .1386067
{txt}{space 5}midincome {c |}{col 16}{res}{space 2} .0451878{col 28}{space 2} .0310766{col 39}{space 1}    1.45{col 48}{space 3}0.146{col 56}{space 4}-.0157334{col 69}{space 3} .1061089
{txt}{space 1}highmidincome {c |}{col 16}{res}{space 2} .0023183{col 28}{space 2} .0329748{col 39}{space 1}    0.07{col 48}{space 3}0.944{col 56}{space 4} -.062324{col 69}{space 3} .0669606
{txt}{space 4}highincome {c |}{col 16}{res}{space 2}-.0102601{col 28}{space 2} .0376094{col 39}{space 1}   -0.27{col 48}{space 3}0.785{col 56}{space 4} -.083988{col 69}{space 3} .0634677
{txt}{space 1}missingincome {c |}{col 16}{res}{space 2}-.1684315{col 28}{space 2} .0591417{col 39}{space 1}   -2.85{col 48}{space 3}0.004{col 56}{space 4}-.2843702{col 69}{space 3}-.0524928
{txt}{space 10}zAge {c |}{col 16}{res}{space 2} .0358084{col 28}{space 2} .0108307{col 39}{space 1}    3.31{col 48}{space 3}0.001{col 56}{space 4} .0145763{col 69}{space 3} .0570404
{txt}{space 10}male {c |}{col 16}{res}{space 2}-.0344214{col 28}{space 2}  .020843{col 39}{space 1}   -1.65{col 48}{space 3}0.099{col 56}{space 4} -.075281{col 69}{space 3} .0064382
{txt}{space 9}black {c |}{col 16}{res}{space 2}-.2258755{col 28}{space 2} .0338297{col 39}{space 1}   -6.68{col 48}{space 3}0.000{col 56}{space 4}-.2921936{col 69}{space 3}-.1595573
{txt}{space 8}latino {c |}{col 16}{res}{space 2}-.1534989{col 28}{space 2} .0345845{col 39}{space 1}   -4.44{col 48}{space 3}0.000{col 56}{space 4}-.2212967{col 69}{space 3} -.085701
{txt}{space 10}aapi {c |}{col 16}{res}{space 2}-.1093006{col 28}{space 2} .0492545{col 39}{space 1}   -2.22{col 48}{space 3}0.027{col 56}{space 4}-.2058569{col 69}{space 3}-.0127443
{txt}{space 4}unemployed {c |}{col 16}{res}{space 2} .0914295{col 28}{space 2}  .032815{col 39}{space 1}    2.79{col 48}{space 3}0.005{col 56}{space 4} .0271005{col 69}{space 3} .1557586
{txt}{space 5}union_mem {c |}{col 16}{res}{space 2} .2018895{col 28}{space 2} .0310198{col 39}{space 1}    6.51{col 48}{space 3}0.000{col 56}{space 4} .1410796{col 69}{space 3} .2626994
{txt}{space 4}union_past {c |}{col 16}{res}{space 2} .0514433{col 28}{space 2} .0288458{col 39}{space 1}    1.78{col 48}{space 3}0.075{col 56}{space 4}-.0051047{col 69}{space 3} .1079913
{txt}{space 6}zpartyid {c |}{col 16}{res}{space 2}-.2820818{col 28}{space 2} .0102009{col 39}{space 1}  -27.65{col 48}{space 3}0.000{col 56}{space 4}-.3020791{col 69}{space 3}-.2620845
{txt}{space 7}zftpoor {c |}{col 16}{res}{space 2} .0901976{col 28}{space 2} .0108697{col 39}{space 1}    8.30{col 48}{space 3}0.000{col 56}{space 4} .0688891{col 69}{space 3}  .111506
{txt}{space 9}_cons {c |}{col 16}{res}{space 2} .0102889{col 28}{space 2} .0271774{col 39}{space 1}    0.38{col 48}{space 3}0.705{col 56}{space 4}-.0429884{col 69}{space 3} .0635661
{txt}{hline 15}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. 
. *80/20 Ratio
. reg zmiltax zratio19zip zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     9,058
                                                {txt}F(22, 5990)       =  {res}    52.27
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.1045
                                                {txt}Root MSE          =    {res} .94477

{txt}{ralign 80:(Std. err. adjusted for {res:5,991} clusters in {res:zip})}
{hline 15}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 16}{c |}{col 28}    Robust
{col 1}       zmiltax{col 16}{c |} Coefficient{col 28}  std. err.{col 40}      t{col 48}   P>|t|{col 56}     [95% con{col 69}f. interval]
{hline 15}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 3}zratio19zip {c |}{col 16}{res}{space 2} .0195934{col 28}{space 2}  .008695{col 39}{space 1}    2.25{col 48}{space 3}0.024{col 56}{space 4} .0025481{col 69}{space 3} .0366386
{txt}{space 2}zmedinc19zip {c |}{col 16}{res}{space 2}-.0318648{col 28}{space 2}  .017939{col 39}{space 1}   -1.78{col 48}{space 3}0.076{col 56}{space 4}-.0670317{col 69}{space 3} .0033021
{txt}zpcollege19zip {c |}{col 16}{res}{space 2} .0151511{col 28}{space 2} .0186834{col 39}{space 1}    0.81{col 48}{space 3}0.417{col 56}{space 4} -.021475{col 69}{space 3} .0517772
{txt}{space 2}zpunemp19zip {c |}{col 16}{res}{space 2}-.0126551{col 28}{space 2}  .016267{col 39}{space 1}   -0.78{col 48}{space 3}0.437{col 56}{space 4}-.0445443{col 69}{space 3} .0192342
{txt}{space 1}zpnonwht19zip {c |}{col 16}{res}{space 2} .0045654{col 28}{space 2} .0127808{col 39}{space 1}    0.36{col 48}{space 3}0.721{col 56}{space 4}-.0204895{col 69}{space 3} .0296203
{txt}{space 2}zpopden19zip {c |}{col 16}{res}{space 2} .0243872{col 28}{space 2} .0120913{col 39}{space 1}    2.02{col 48}{space 3}0.044{col 56}{space 4} .0006839{col 69}{space 3} .0480906
{txt}{space 9}zeduc {c |}{col 16}{res}{space 2} .0241771{col 28}{space 2} .0118566{col 39}{space 1}    2.04{col 48}{space 3}0.041{col 56}{space 4} .0009339{col 69}{space 3} .0474204
{txt}{space 2}lowmidincome {c |}{col 16}{res}{space 2} .0690158{col 28}{space 2} .0333759{col 39}{space 1}    2.07{col 48}{space 3}0.039{col 56}{space 4}  .003587{col 69}{space 3} .1344446
{txt}{space 5}midincome {c |}{col 16}{res}{space 2} .0463579{col 28}{space 2} .0312304{col 39}{space 1}    1.48{col 48}{space 3}0.138{col 56}{space 4}-.0148649{col 69}{space 3} .1075808
{txt}{space 1}highmidincome {c |}{col 16}{res}{space 2} .0021321{col 28}{space 2}  .033172{col 39}{space 1}    0.06{col 48}{space 3}0.949{col 56}{space 4}-.0628971{col 69}{space 3} .0671612
{txt}{space 4}highincome {c |}{col 16}{res}{space 2}-.0128458{col 28}{space 2} .0377804{col 39}{space 1}   -0.34{col 48}{space 3}0.734{col 56}{space 4} -.086909{col 69}{space 3} .0612175
{txt}{space 1}missingincome {c |}{col 16}{res}{space 2}-.1699312{col 28}{space 2} .0592483{col 39}{space 1}   -2.87{col 48}{space 3}0.004{col 56}{space 4}-.2860792{col 69}{space 3}-.0537832
{txt}{space 10}zAge {c |}{col 16}{res}{space 2} .0384826{col 28}{space 2} .0108865{col 39}{space 1}    3.53{col 48}{space 3}0.000{col 56}{space 4} .0171412{col 69}{space 3}  .059824
{txt}{space 10}male {c |}{col 16}{res}{space 2}-.0386175{col 28}{space 2} .0209489{col 39}{space 1}   -1.84{col 48}{space 3}0.065{col 56}{space 4}-.0796848{col 69}{space 3} .0024498
{txt}{space 9}black {c |}{col 16}{res}{space 2}-.2246396{col 28}{space 2} .0339088{col 39}{space 1}   -6.62{col 48}{space 3}0.000{col 56}{space 4}-.2911132{col 69}{space 3}-.1581661
{txt}{space 8}latino {c |}{col 16}{res}{space 2}-.1560964{col 28}{space 2} .0347279{col 39}{space 1}   -4.49{col 48}{space 3}0.000{col 56}{space 4}-.2241756{col 69}{space 3}-.0880173
{txt}{space 10}aapi {c |}{col 16}{res}{space 2}-.1080945{col 28}{space 2} .0492798{col 39}{space 1}   -2.19{col 48}{space 3}0.028{col 56}{space 4}-.2047007{col 69}{space 3}-.0114882
{txt}{space 4}unemployed {c |}{col 16}{res}{space 2} .0905211{col 28}{space 2} .0329817{col 39}{space 1}    2.74{col 48}{space 3}0.006{col 56}{space 4} .0258651{col 69}{space 3}  .155177
{txt}{space 5}union_mem {c |}{col 16}{res}{space 2} .2028959{col 28}{space 2} .0311778{col 39}{space 1}    6.51{col 48}{space 3}0.000{col 56}{space 4} .1417762{col 69}{space 3} .2640156
{txt}{space 4}union_past {c |}{col 16}{res}{space 2} .0562573{col 28}{space 2} .0289702{col 39}{space 1}    1.94{col 48}{space 3}0.052{col 56}{space 4}-.0005348{col 69}{space 3} .1130494
{txt}{space 6}zpartyid {c |}{col 16}{res}{space 2}-.2814762{col 28}{space 2} .0102638{col 39}{space 1}  -27.42{col 48}{space 3}0.000{col 56}{space 4}-.3015969{col 69}{space 3}-.2613556
{txt}{space 7}zftpoor {c |}{col 16}{res}{space 2} .0910152{col 28}{space 2} .0109149{col 39}{space 1}    8.34{col 48}{space 3}0.000{col 56}{space 4} .0696181{col 69}{space 3} .1124123
{txt}{space 9}_cons {c |}{col 16}{res}{space 2} .0125114{col 28}{space 2} .0273523{col 39}{space 1}    0.46{col 48}{space 3}0.647{col 56}{space 4}-.0411091{col 69}{space 3} .0661318
{txt}{hline 15}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. *Top 5% Share
. reg zmiltax ztop5share19zip zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     9,058
                                                {txt}F(22, 5990)       =  {res}    51.92
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.1042
                                                {txt}Root MSE          =    {res} .94489

{txt}{ralign 81:(Std. err. adjusted for {res:5,991} clusters in {res:zip})}
{hline 16}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 17}{c |}{col 29}    Robust
{col 1}        zmiltax{col 17}{c |} Coefficient{col 29}  std. err.{col 41}      t{col 49}   P>|t|{col 57}     [95% con{col 70}f. interval]
{hline 16}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
ztop5share19zip {c |}{col 17}{res}{space 2} .0054158{col 29}{space 2} .0118471{col 40}{space 1}    0.46{col 49}{space 3}0.648{col 57}{space 4}-.0178088{col 70}{space 3} .0286404
{txt}{space 3}zmedinc19zip {c |}{col 17}{res}{space 2}-.0381567{col 29}{space 2} .0187526{col 40}{space 1}   -2.03{col 49}{space 3}0.042{col 57}{space 4}-.0749185{col 70}{space 3}-.0013948
{txt}{space 1}zpcollege19zip {c |}{col 17}{res}{space 2} .0237136{col 29}{space 2} .0194019{col 40}{space 1}    1.22{col 49}{space 3}0.222{col 57}{space 4}-.0143211{col 70}{space 3} .0617483
{txt}{space 3}zpunemp19zip {c |}{col 17}{res}{space 2}-.0093908{col 29}{space 2} .0162213{col 40}{space 1}   -0.58{col 49}{space 3}0.563{col 57}{space 4}-.0411903{col 70}{space 3} .0224087
{txt}{space 2}zpnonwht19zip {c |}{col 17}{res}{space 2} .0050914{col 29}{space 2} .0127951{col 40}{space 1}    0.40{col 49}{space 3}0.691{col 57}{space 4}-.0199916{col 70}{space 3} .0301745
{txt}{space 3}zpopden19zip {c |}{col 17}{res}{space 2} .0269279{col 29}{space 2} .0121839{col 40}{space 1}    2.21{col 49}{space 3}0.027{col 57}{space 4} .0030431{col 70}{space 3} .0508127
{txt}{space 10}zeduc {c |}{col 17}{res}{space 2} .0246299{col 29}{space 2}  .011859{col 40}{space 1}    2.08{col 49}{space 3}0.038{col 57}{space 4}  .001382{col 70}{space 3} .0478778
{txt}{space 3}lowmidincome {c |}{col 17}{res}{space 2}  .068265{col 29}{space 2} .0334073{col 40}{space 1}    2.04{col 49}{space 3}0.041{col 57}{space 4} .0027747{col 70}{space 3} .1337553
{txt}{space 6}midincome {c |}{col 17}{res}{space 2} .0446902{col 29}{space 2} .0312175{col 40}{space 1}    1.43{col 49}{space 3}0.152{col 57}{space 4}-.0165073{col 70}{space 3} .1058877
{txt}{space 2}highmidincome {c |}{col 17}{res}{space 2} .0007486{col 29}{space 2} .0331939{col 40}{space 1}    0.02{col 49}{space 3}0.982{col 57}{space 4}-.0643233{col 70}{space 3} .0658205
{txt}{space 5}highincome {c |}{col 17}{res}{space 2}-.0141977{col 29}{space 2} .0377941{col 40}{space 1}   -0.38{col 49}{space 3}0.707{col 57}{space 4}-.0882877{col 70}{space 3} .0598923
{txt}{space 2}missingincome {c |}{col 17}{res}{space 2}-.1720551{col 29}{space 2}  .059237{col 40}{space 1}   -2.90{col 49}{space 3}0.004{col 57}{space 4} -.288181{col 70}{space 3}-.0559292
{txt}{space 11}zAge {c |}{col 17}{res}{space 2}  .038122{col 29}{space 2} .0108879{col 40}{space 1}    3.50{col 49}{space 3}0.000{col 57}{space 4} .0167778{col 70}{space 3} .0594662
{txt}{space 11}male {c |}{col 17}{res}{space 2}-.0384493{col 29}{space 2} .0209716{col 40}{space 1}   -1.83{col 49}{space 3}0.067{col 57}{space 4}-.0795611{col 70}{space 3} .0026625
{txt}{space 10}black {c |}{col 17}{res}{space 2}-.2249525{col 29}{space 2} .0338981{col 40}{space 1}   -6.64{col 49}{space 3}0.000{col 57}{space 4} -.291405{col 70}{space 3}   -.1585
{txt}{space 9}latino {c |}{col 17}{res}{space 2}-.1569008{col 29}{space 2} .0347181{col 40}{space 1}   -4.52{col 49}{space 3}0.000{col 57}{space 4}-.2249608{col 70}{space 3}-.0888409
{txt}{space 11}aapi {c |}{col 17}{res}{space 2}-.1086602{col 29}{space 2}  .049325{col 40}{space 1}   -2.20{col 49}{space 3}0.028{col 57}{space 4} -.205355{col 70}{space 3}-.0119655
{txt}{space 5}unemployed {c |}{col 17}{res}{space 2} .0896742{col 29}{space 2}  .032983{col 40}{space 1}    2.72{col 49}{space 3}0.007{col 57}{space 4} .0250157{col 70}{space 3} .1543327
{txt}{space 6}union_mem {c |}{col 17}{res}{space 2} .2034603{col 29}{space 2}  .031177{col 40}{space 1}    6.53{col 49}{space 3}0.000{col 57}{space 4} .1423422{col 70}{space 3} .2645784
{txt}{space 5}union_past {c |}{col 17}{res}{space 2} .0567891{col 29}{space 2} .0289694{col 40}{space 1}    1.96{col 49}{space 3}0.050{col 57}{space 4}-1.28e-06{col 70}{space 3} .1135795
{txt}{space 7}zpartyid {c |}{col 17}{res}{space 2}-.2815735{col 29}{space 2} .0102617{col 40}{space 1}  -27.44{col 49}{space 3}0.000{col 57}{space 4}  -.30169{col 70}{space 3} -.261457
{txt}{space 8}zftpoor {c |}{col 17}{res}{space 2} .0910097{col 29}{space 2} .0109173{col 40}{space 1}    8.34{col 49}{space 3}0.000{col 57}{space 4} .0696078{col 70}{space 3} .1124116
{txt}{space 10}_cons {c |}{col 17}{res}{space 2} .0134115{col 29}{space 2} .0273511{col 40}{space 1}    0.49{col 49}{space 3}0.624{col 57}{space 4}-.0402065{col 70}{space 3} .0670295
{txt}{hline 16}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. *Top-Concentrated and Bottom-Concentrated
. reg zmiltax ztop5mid19zip zmidlow19zip zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     9,058
                                                {txt}F(23, 5990)       =  {res}    50.26
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.1046
                                                {txt}Root MSE          =    {res} .94474

{txt}{ralign 80:(Std. err. adjusted for {res:5,991} clusters in {res:zip})}
{hline 15}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 16}{c |}{col 28}    Robust
{col 1}       zmiltax{col 16}{c |} Coefficient{col 28}  std. err.{col 40}      t{col 48}   P>|t|{col 56}     [95% con{col 69}f. interval]
{hline 15}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 1}ztop5mid19zip {c |}{col 16}{res}{space 2} .0012412{col 28}{space 2} .0123397{col 39}{space 1}    0.10{col 48}{space 3}0.920{col 56}{space 4} -.022949{col 69}{space 3} .0254315
{txt}{space 2}zmidlow19zip {c |}{col 16}{res}{space 2} .0226511{col 28}{space 2} .0089791{col 39}{space 1}    2.52{col 48}{space 3}0.012{col 56}{space 4} .0050489{col 69}{space 3} .0402533
{txt}{space 2}zmedinc19zip {c |}{col 16}{res}{space 2}-.0318084{col 28}{space 2} .0192171{col 39}{space 1}   -1.66{col 48}{space 3}0.098{col 56}{space 4}-.0694809{col 69}{space 3} .0058641
{txt}zpcollege19zip {c |}{col 16}{res}{space 2} .0146965{col 28}{space 2} .0201303{col 39}{space 1}    0.73{col 48}{space 3}0.465{col 56}{space 4}-.0247661{col 69}{space 3} .0541592
{txt}{space 2}zpunemp19zip {c |}{col 16}{res}{space 2}-.0129418{col 28}{space 2} .0163248{col 39}{space 1}   -0.79{col 48}{space 3}0.428{col 56}{space 4}-.0449442{col 69}{space 3} .0190607
{txt}{space 1}zpnonwht19zip {c |}{col 16}{res}{space 2} .0037526{col 28}{space 2} .0128189{col 39}{space 1}    0.29{col 48}{space 3}0.770{col 56}{space 4} -.021377{col 69}{space 3} .0288822
{txt}{space 2}zpopden19zip {c |}{col 16}{res}{space 2} .0246047{col 28}{space 2} .0121574{col 39}{space 1}    2.02{col 48}{space 3}0.043{col 56}{space 4} .0007718{col 69}{space 3} .0484376
{txt}{space 9}zeduc {c |}{col 16}{res}{space 2} .0240919{col 28}{space 2} .0118517{col 39}{space 1}    2.03{col 48}{space 3}0.042{col 56}{space 4} .0008583{col 69}{space 3} .0473254
{txt}{space 2}lowmidincome {c |}{col 16}{res}{space 2} .0692886{col 28}{space 2} .0333913{col 39}{space 1}    2.08{col 48}{space 3}0.038{col 56}{space 4} .0038297{col 69}{space 3} .1347476
{txt}{space 5}midincome {c |}{col 16}{res}{space 2} .0463456{col 28}{space 2} .0312428{col 39}{space 1}    1.48{col 48}{space 3}0.138{col 56}{space 4}-.0149017{col 69}{space 3} .1075928
{txt}{space 1}highmidincome {c |}{col 16}{res}{space 2} .0019699{col 28}{space 2} .0331866{col 39}{space 1}    0.06{col 48}{space 3}0.953{col 56}{space 4}-.0630877{col 69}{space 3} .0670275
{txt}{space 4}highincome {c |}{col 16}{res}{space 2} -.012525{col 28}{space 2} .0377874{col 39}{space 1}   -0.33{col 48}{space 3}0.740{col 56}{space 4}-.0866019{col 69}{space 3} .0615519
{txt}{space 1}missingincome {c |}{col 16}{res}{space 2}-.1696246{col 28}{space 2} .0592764{col 39}{space 1}   -2.86{col 48}{space 3}0.004{col 56}{space 4}-.2858277{col 69}{space 3}-.0534214
{txt}{space 10}zAge {c |}{col 16}{res}{space 2}  .038513{col 28}{space 2} .0108838{col 39}{space 1}    3.54{col 48}{space 3}0.000{col 56}{space 4} .0171769{col 69}{space 3}  .059849
{txt}{space 10}male {c |}{col 16}{res}{space 2}-.0385525{col 28}{space 2} .0209739{col 39}{space 1}   -1.84{col 48}{space 3}0.066{col 56}{space 4}-.0796688{col 69}{space 3} .0025639
{txt}{space 9}black {c |}{col 16}{res}{space 2}-.2240051{col 28}{space 2} .0339325{col 39}{space 1}   -6.60{col 48}{space 3}0.000{col 56}{space 4}-.2905249{col 69}{space 3}-.1574852
{txt}{space 8}latino {c |}{col 16}{res}{space 2}-.1553549{col 28}{space 2} .0347346{col 39}{space 1}   -4.47{col 48}{space 3}0.000{col 56}{space 4}-.2234472{col 69}{space 3}-.0872626
{txt}{space 10}aapi {c |}{col 16}{res}{space 2}-.1083403{col 28}{space 2} .0492584{col 39}{space 1}   -2.20{col 48}{space 3}0.028{col 56}{space 4}-.2049046{col 69}{space 3} -.011776
{txt}{space 4}unemployed {c |}{col 16}{res}{space 2} .0907962{col 28}{space 2} .0329958{col 39}{space 1}    2.75{col 48}{space 3}0.006{col 56}{space 4} .0261124{col 69}{space 3} .1554799
{txt}{space 5}union_mem {c |}{col 16}{res}{space 2} .2021297{col 28}{space 2}  .031179{col 39}{space 1}    6.48{col 48}{space 3}0.000{col 56}{space 4} .1410076{col 69}{space 3} .2632518
{txt}{space 4}union_past {c |}{col 16}{res}{space 2} .0562288{col 28}{space 2} .0289695{col 39}{space 1}    1.94{col 48}{space 3}0.052{col 56}{space 4}-.0005619{col 69}{space 3} .1130195
{txt}{space 6}zpartyid {c |}{col 16}{res}{space 2}-.2814639{col 28}{space 2} .0102641{col 39}{space 1}  -27.42{col 48}{space 3}0.000{col 56}{space 4}-.3015852{col 69}{space 3}-.2613425
{txt}{space 7}zftpoor {c |}{col 16}{res}{space 2} .0910948{col 28}{space 2} .0109118{col 39}{space 1}    8.35{col 48}{space 3}0.000{col 56}{space 4} .0697038{col 69}{space 3} .1124858
{txt}{space 9}_cons {c |}{col 16}{res}{space 2} .0123302{col 28}{space 2} .0273478{col 39}{space 1}    0.45{col 48}{space 3}0.652{col 56}{space 4}-.0412813{col 69}{space 3} .0659417
{txt}{hline 15}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. *%Below $30K and %Above $100K
. reg zmiltax zpbelow30k zpabove100 zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     9,145
                                                {txt}F(23, 6071)       =  {res}    49.88
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.1042
                                                {txt}Root MSE          =    {res} .94418

{txt}{ralign 80:(Std. err. adjusted for {res:6,072} clusters in {res:zip})}
{hline 15}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 16}{c |}{col 28}    Robust
{col 1}       zmiltax{col 16}{c |} Coefficient{col 28}  std. err.{col 40}      t{col 48}   P>|t|{col 56}     [95% con{col 69}f. interval]
{hline 15}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 4}zpbelow30k {c |}{col 16}{res}{space 2} .0323428{col 28}{space 2} .0219903{col 39}{space 1}    1.47{col 48}{space 3}0.141{col 56}{space 4} -.010766{col 69}{space 3} .0754515
{txt}{space 4}zpabove100 {c |}{col 16}{res}{space 2}-.0204936{col 28}{space 2} .0463832{col 39}{space 1}   -0.44{col 48}{space 3}0.659{col 56}{space 4}-.1114212{col 69}{space 3} .0704339
{txt}{space 2}zmedinc19zip {c |}{col 16}{res}{space 2} .0053329{col 28}{space 2} .0423756{col 39}{space 1}    0.13{col 48}{space 3}0.900{col 56}{space 4}-.0777384{col 69}{space 3} .0884042
{txt}zpcollege19zip {c |}{col 16}{res}{space 2} .0259447{col 28}{space 2} .0187279{col 39}{space 1}    1.39{col 48}{space 3}0.166{col 56}{space 4}-.0107687{col 69}{space 3} .0626582
{txt}{space 2}zpunemp19zip {c |}{col 16}{res}{space 2}-.0104752{col 28}{space 2} .0169443{col 39}{space 1}   -0.62{col 48}{space 3}0.536{col 56}{space 4} -.043692{col 69}{space 3} .0227416
{txt}{space 1}zpnonwht19zip {c |}{col 16}{res}{space 2} .0018467{col 28}{space 2} .0126615{col 39}{space 1}    0.15{col 48}{space 3}0.884{col 56}{space 4}-.0229744{col 69}{space 3} .0266678
{txt}{space 2}zpopden19zip {c |}{col 16}{res}{space 2}  .024581{col 28}{space 2} .0120043{col 39}{space 1}    2.05{col 48}{space 3}0.041{col 56}{space 4} .0010483{col 69}{space 3} .0481136
{txt}{space 9}zeduc {c |}{col 16}{res}{space 2} .0242584{col 28}{space 2} .0117996{col 39}{space 1}    2.06{col 48}{space 3}0.040{col 56}{space 4} .0011269{col 69}{space 3} .0473898
{txt}{space 2}lowmidincome {c |}{col 16}{res}{space 2} .0749335{col 28}{space 2} .0332017{col 39}{space 1}    2.26{col 48}{space 3}0.024{col 56}{space 4} .0098464{col 69}{space 3} .1400206
{txt}{space 5}midincome {c |}{col 16}{res}{space 2} .0474257{col 28}{space 2} .0311225{col 39}{space 1}    1.52{col 48}{space 3}0.128{col 56}{space 4}-.0135853{col 69}{space 3} .1084368
{txt}{space 1}highmidincome {c |}{col 16}{res}{space 2} .0058518{col 28}{space 2} .0330814{col 39}{space 1}    0.18{col 48}{space 3}0.860{col 56}{space 4}-.0589994{col 69}{space 3}  .070703
{txt}{space 4}highincome {c |}{col 16}{res}{space 2}-.0074266{col 28}{space 2} .0376275{col 39}{space 1}   -0.20{col 48}{space 3}0.844{col 56}{space 4}-.0811898{col 69}{space 3} .0663366
{txt}{space 1}missingincome {c |}{col 16}{res}{space 2}-.1662361{col 28}{space 2} .0592011{col 39}{space 1}   -2.81{col 48}{space 3}0.005{col 56}{space 4}-.2822912{col 69}{space 3}-.0501809
{txt}{space 10}zAge {c |}{col 16}{res}{space 2} .0364945{col 28}{space 2} .0108443{col 39}{space 1}    3.37{col 48}{space 3}0.001{col 56}{space 4} .0152357{col 69}{space 3} .0577532
{txt}{space 10}male {c |}{col 16}{res}{space 2}-.0348091{col 28}{space 2} .0208402{col 39}{space 1}   -1.67{col 48}{space 3}0.095{col 56}{space 4}-.0756633{col 69}{space 3} .0060451
{txt}{space 9}black {c |}{col 16}{res}{space 2}-.2258789{col 28}{space 2} .0338396{col 39}{space 1}   -6.67{col 48}{space 3}0.000{col 56}{space 4}-.2922164{col 69}{space 3}-.1595414
{txt}{space 8}latino {c |}{col 16}{res}{space 2}-.1519289{col 28}{space 2} .0346084{col 39}{space 1}   -4.39{col 48}{space 3}0.000{col 56}{space 4}-.2197737{col 69}{space 3} -.084084
{txt}{space 10}aapi {c |}{col 16}{res}{space 2} -.106602{col 28}{space 2} .0492705{col 39}{space 1}   -2.16{col 48}{space 3}0.031{col 56}{space 4}-.2031896{col 69}{space 3}-.0100144
{txt}{space 4}unemployed {c |}{col 16}{res}{space 2} .0924952{col 28}{space 2} .0328429{col 39}{space 1}    2.82{col 48}{space 3}0.005{col 56}{space 4} .0281115{col 69}{space 3} .1568788
{txt}{space 5}union_mem {c |}{col 16}{res}{space 2}  .201452{col 28}{space 2} .0310405{col 39}{space 1}    6.49{col 48}{space 3}0.000{col 56}{space 4} .1406016{col 69}{space 3} .2623025
{txt}{space 4}union_past {c |}{col 16}{res}{space 2} .0517297{col 28}{space 2} .0288583{col 39}{space 1}    1.79{col 48}{space 3}0.073{col 56}{space 4}-.0048427{col 69}{space 3} .1083021
{txt}{space 6}zpartyid {c |}{col 16}{res}{space 2}-.2823426{col 28}{space 2} .0101999{col 39}{space 1}  -27.68{col 48}{space 3}0.000{col 56}{space 4}-.3023381{col 69}{space 3}-.2623472
{txt}{space 7}zftpoor {c |}{col 16}{res}{space 2} .0897689{col 28}{space 2} .0108673{col 39}{space 1}    8.26{col 48}{space 3}0.000{col 56}{space 4} .0684651{col 69}{space 3} .1110727
{txt}{space 9}_cons {c |}{col 16}{res}{space 2} .0081827{col 28}{space 2} .0272019{col 39}{space 1}    0.30{col 48}{space 3}0.764{col 56}{space 4}-.0451426{col 69}{space 3}  .061508
{txt}{hline 15}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. *%Below $30K at 3 bins of Above $100K
. interflex zmiltax zpbelow30k pabove100 zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)
{txt}p value of Wald test: {res}0.2804
{txt}
{com}. mat list r(estBin)
{res}
{txt}r(estBin)[3,5]
            x0    bin_marg      bin_se    bin_CI_l    bin_CI_u
r1 {res}  14.267364   .00093646   .04120639  -.07982658   .08169951
{txt}r2 {res}  25.396992    .0420865    .0463705  -.04879802   .13297102
{txt}r3 {res}  45.473583   .17048196   .05787532   .05704842    .2839155
{reset}
{com}. 
. 
. ***************************************
. **Appendix Table A4**
. ***************************************
. *Column 1
. reg zlocineq zrHHIm19zip zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     9,145
                                                {txt}F(22, 6071)       =  {res}    40.33
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.0886
                                                {txt}Root MSE          =    {res}  .9539

{txt}{ralign 80:(Std. err. adjusted for {res:6,072} clusters in {res:zip})}
{hline 15}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 16}{c |}{col 28}    Robust
{col 1}      zlocineq{col 16}{c |} Coefficient{col 28}  std. err.{col 40}      t{col 48}   P>|t|{col 56}     [95% con{col 69}f. interval]
{hline 15}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 3}zrHHIm19zip {c |}{col 16}{res}{space 2}-.0199462{col 28}{space 2} .0139543{col 39}{space 1}   -1.43{col 48}{space 3}0.153{col 56}{space 4}-.0473016{col 69}{space 3} .0074091
{txt}{space 2}zmedinc19zip {c |}{col 16}{res}{space 2}-.1205179{col 28}{space 2} .0183813{col 39}{space 1}   -6.56{col 48}{space 3}0.000{col 56}{space 4}-.1565517{col 69}{space 3}-.0844841
{txt}zpcollege19zip {c |}{col 16}{res}{space 2} .0446174{col 28}{space 2} .0170952{col 39}{space 1}    2.61{col 48}{space 3}0.009{col 56}{space 4} .0111048{col 69}{space 3}   .07813
{txt}{space 2}zpunemp19zip {c |}{col 16}{res}{space 2} .0163201{col 28}{space 2} .0160904{col 39}{space 1}    1.01{col 48}{space 3}0.310{col 56}{space 4}-.0152228{col 69}{space 3}  .047863
{txt}{space 1}zpnonwht19zip {c |}{col 16}{res}{space 2} .0124458{col 28}{space 2} .0126451{col 39}{space 1}    0.98{col 48}{space 3}0.325{col 56}{space 4}-.0123431{col 69}{space 3} .0372347
{txt}{space 2}zpopden19zip {c |}{col 16}{res}{space 2}  .052825{col 28}{space 2} .0104558{col 39}{space 1}    5.05{col 48}{space 3}0.000{col 56}{space 4} .0323279{col 69}{space 3} .0733221
{txt}{space 9}zeduc {c |}{col 16}{res}{space 2} .0793099{col 28}{space 2} .0118035{col 39}{space 1}    6.72{col 48}{space 3}0.000{col 56}{space 4} .0561708{col 69}{space 3}  .102449
{txt}{space 2}lowmidincome {c |}{col 16}{res}{space 2}-.0093396{col 28}{space 2} .0332495{col 39}{space 1}   -0.28{col 48}{space 3}0.779{col 56}{space 4}-.0745204{col 69}{space 3} .0558413
{txt}{space 5}midincome {c |}{col 16}{res}{space 2}-.0451411{col 28}{space 2}  .032225{col 39}{space 1}   -1.40{col 48}{space 3}0.161{col 56}{space 4}-.1083135{col 69}{space 3} .0180314
{txt}{space 1}highmidincome {c |}{col 16}{res}{space 2}-.1117397{col 28}{space 2} .0342717{col 39}{space 1}   -3.26{col 48}{space 3}0.001{col 56}{space 4}-.1789244{col 69}{space 3}-.0445549
{txt}{space 4}highincome {c |}{col 16}{res}{space 2}-.0703898{col 28}{space 2}  .038232{col 39}{space 1}   -1.84{col 48}{space 3}0.066{col 56}{space 4}-.1453381{col 69}{space 3} .0045584
{txt}{space 1}missingincome {c |}{col 16}{res}{space 2}-.1367773{col 28}{space 2} .0613538{col 39}{space 1}   -2.23{col 48}{space 3}0.026{col 56}{space 4}-.2570525{col 69}{space 3}-.0165021
{txt}{space 10}zAge {c |}{col 16}{res}{space 2}-.1099931{col 28}{space 2} .0113853{col 39}{space 1}   -9.66{col 48}{space 3}0.000{col 56}{space 4}-.1323124{col 69}{space 3}-.0876738
{txt}{space 10}male {c |}{col 16}{res}{space 2}-.0808231{col 28}{space 2} .0209931{col 39}{space 1}   -3.85{col 48}{space 3}0.000{col 56}{space 4} -.121977{col 69}{space 3}-.0396693
{txt}{space 9}black {c |}{col 16}{res}{space 2}-.1604748{col 28}{space 2}  .036115{col 39}{space 1}   -4.44{col 48}{space 3}0.000{col 56}{space 4} -.231273{col 69}{space 3}-.0896766
{txt}{space 8}latino {c |}{col 16}{res}{space 2}-.1357466{col 28}{space 2} .0356952{col 39}{space 1}   -3.80{col 48}{space 3}0.000{col 56}{space 4}-.2057219{col 69}{space 3}-.0657712
{txt}{space 10}aapi {c |}{col 16}{res}{space 2} -.203351{col 28}{space 2} .0513623{col 39}{space 1}   -3.96{col 48}{space 3}0.000{col 56}{space 4}-.3040394{col 69}{space 3}-.1026626
{txt}{space 4}unemployed {c |}{col 16}{res}{space 2} .0923552{col 28}{space 2} .0319924{col 39}{space 1}    2.89{col 48}{space 3}0.004{col 56}{space 4} .0296387{col 69}{space 3} .1550717
{txt}{space 5}union_mem {c |}{col 16}{res}{space 2} .1917813{col 28}{space 2} .0296149{col 39}{space 1}    6.48{col 48}{space 3}0.000{col 56}{space 4} .1337255{col 69}{space 3} .2498371
{txt}{space 4}union_past {c |}{col 16}{res}{space 2} .0666536{col 28}{space 2} .0301201{col 39}{space 1}    2.21{col 48}{space 3}0.027{col 56}{space 4} .0076075{col 69}{space 3} .1256997
{txt}{space 6}zpartyid {c |}{col 16}{res}{space 2}-.1370447{col 28}{space 2} .0104875{col 39}{space 1}  -13.07{col 48}{space 3}0.000{col 56}{space 4}-.1576039{col 69}{space 3}-.1164854
{txt}{space 7}zftpoor {c |}{col 16}{res}{space 2} .1695754{col 28}{space 2} .0109392{col 39}{space 1}   15.50{col 48}{space 3}0.000{col 56}{space 4} .1481307{col 69}{space 3} .1910201
{txt}{space 9}_cons {c |}{col 16}{res}{space 2} .0970917{col 28}{space 2} .0276443{col 39}{space 1}    3.51{col 48}{space 3}0.000{col 56}{space 4}  .042899{col 69}{space 3} .1512844
{txt}{hline 15}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. *Column 2
. reg zlocineq zrHHIc19zip zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     9,058
                                                {txt}F(22, 5990)       =  {res}    41.03
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.0906
                                                {txt}Root MSE          =    {res}  .9523

{txt}{ralign 80:(Std. err. adjusted for {res:5,991} clusters in {res:zip})}
{hline 15}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 16}{c |}{col 28}    Robust
{col 1}      zlocineq{col 16}{c |} Coefficient{col 28}  std. err.{col 40}      t{col 48}   P>|t|{col 56}     [95% con{col 69}f. interval]
{hline 15}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 3}zrHHIc19zip {c |}{col 16}{res}{space 2}-.0500395{col 28}{space 2} .0136046{col 39}{space 1}   -3.68{col 48}{space 3}0.000{col 56}{space 4}-.0767095{col 69}{space 3}-.0233695
{txt}{space 2}zmedinc19zip {c |}{col 16}{res}{space 2}-.0825453{col 28}{space 2} .0203256{col 39}{space 1}   -4.06{col 48}{space 3}0.000{col 56}{space 4}-.1223908{col 69}{space 3}-.0426999
{txt}zpcollege19zip {c |}{col 16}{res}{space 2} .0035128{col 28}{space 2} .0206083{col 39}{space 1}    0.17{col 48}{space 3}0.865{col 56}{space 4}-.0368868{col 69}{space 3} .0439124
{txt}{space 2}zpunemp19zip {c |}{col 16}{res}{space 2} .0043672{col 28}{space 2} .0158215{col 39}{space 1}    0.28{col 48}{space 3}0.783{col 56}{space 4}-.0266486{col 69}{space 3}  .035383
{txt}{space 1}zpnonwht19zip {c |}{col 16}{res}{space 2} .0181112{col 28}{space 2} .0128182{col 39}{space 1}    1.41{col 48}{space 3}0.158{col 56}{space 4}-.0070171{col 69}{space 3} .0432395
{txt}{space 2}zpopden19zip {c |}{col 16}{res}{space 2} .0413399{col 28}{space 2} .0112073{col 39}{space 1}    3.69{col 48}{space 3}0.000{col 56}{space 4} .0193696{col 69}{space 3} .0633102
{txt}{space 9}zeduc {c |}{col 16}{res}{space 2}  .078708{col 28}{space 2} .0118717{col 39}{space 1}    6.63{col 48}{space 3}0.000{col 56}{space 4} .0554351{col 69}{space 3} .1019808
{txt}{space 2}lowmidincome {c |}{col 16}{res}{space 2}-.0020267{col 28}{space 2} .0334602{col 39}{space 1}   -0.06{col 48}{space 3}0.952{col 56}{space 4}-.0676207{col 69}{space 3} .0635673
{txt}{space 5}midincome {c |}{col 16}{res}{space 2} -.037599{col 28}{space 2} .0323289{col 39}{space 1}   -1.16{col 48}{space 3}0.245{col 56}{space 4}-.1009752{col 69}{space 3} .0257773
{txt}{space 1}highmidincome {c |}{col 16}{res}{space 2}-.1075747{col 28}{space 2} .0343976{col 39}{space 1}   -3.13{col 48}{space 3}0.002{col 56}{space 4}-.1750063{col 69}{space 3} -.040143
{txt}{space 4}highincome {c |}{col 16}{res}{space 2} -.064978{col 28}{space 2} .0383011{col 39}{space 1}   -1.70{col 48}{space 3}0.090{col 56}{space 4}-.1400619{col 69}{space 3}  .010106
{txt}{space 1}missingincome {c |}{col 16}{res}{space 2}-.1348209{col 28}{space 2}  .061575{col 39}{space 1}   -2.19{col 48}{space 3}0.029{col 56}{space 4}-.2555301{col 69}{space 3}-.0141118
{txt}{space 10}zAge {c |}{col 16}{res}{space 2} -.109933{col 28}{space 2} .0114364{col 39}{space 1}   -9.61{col 48}{space 3}0.000{col 56}{space 4}-.1323524{col 69}{space 3}-.0875136
{txt}{space 10}male {c |}{col 16}{res}{space 2}-.0842334{col 28}{space 2} .0210805{col 39}{space 1}   -4.00{col 48}{space 3}0.000{col 56}{space 4}-.1255587{col 69}{space 3}-.0429081
{txt}{space 9}black {c |}{col 16}{res}{space 2} -.162575{col 28}{space 2} .0361189{col 39}{space 1}   -4.50{col 48}{space 3}0.000{col 56}{space 4} -.233381{col 69}{space 3}-.0917689
{txt}{space 8}latino {c |}{col 16}{res}{space 2} -.141485{col 28}{space 2}  .035952{col 39}{space 1}   -3.94{col 48}{space 3}0.000{col 56}{space 4}-.2119638{col 69}{space 3}-.0710063
{txt}{space 10}aapi {c |}{col 16}{res}{space 2}-.2056222{col 28}{space 2} .0513654{col 39}{space 1}   -4.00{col 48}{space 3}0.000{col 56}{space 4}-.3063169{col 69}{space 3}-.1049276
{txt}{space 4}unemployed {c |}{col 16}{res}{space 2}  .086439{col 28}{space 2} .0320707{col 39}{space 1}    2.70{col 48}{space 3}0.007{col 56}{space 4} .0235689{col 69}{space 3} .1493091
{txt}{space 5}union_mem {c |}{col 16}{res}{space 2} .1929734{col 28}{space 2} .0296939{col 39}{space 1}    6.50{col 48}{space 3}0.000{col 56}{space 4} .1347627{col 69}{space 3} .2511841
{txt}{space 4}union_past {c |}{col 16}{res}{space 2} .0690458{col 28}{space 2} .0302268{col 39}{space 1}    2.28{col 48}{space 3}0.022{col 56}{space 4} .0097905{col 69}{space 3} .1283012
{txt}{space 6}zpartyid {c |}{col 16}{res}{space 2}-.1368253{col 28}{space 2} .0105268{col 39}{space 1}  -13.00{col 48}{space 3}0.000{col 56}{space 4}-.1574616{col 69}{space 3} -.116189
{txt}{space 7}zftpoor {c |}{col 16}{res}{space 2} .1705872{col 28}{space 2} .0109677{col 39}{space 1}   15.55{col 48}{space 3}0.000{col 56}{space 4} .1490866{col 69}{space 3} .1920879
{txt}{space 9}_cons {c |}{col 16}{res}{space 2} .0950102{col 28}{space 2}  .027765{col 39}{space 1}    3.42{col 48}{space 3}0.001{col 56}{space 4} .0405808{col 69}{space 3} .1494396
{txt}{hline 15}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. ***************************************
. **Appendix Figure A1, Panel A**
. ***************************************
. *Top Graph
. interflex zlocineq zpbelow35k pabove100 zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)
{txt}p value of Wald test: {res}0.0052
{txt}
{com}. mat list r(estBin)
{res}
{txt}r(estBin)[3,5]
            x0    bin_marg      bin_se    bin_CI_l    bin_CI_u
r1 {res}  14.267364  -.00656267   .04616538  -.09704515   .08391981
{txt}r2 {res}  25.396992   .05949664   .05237978  -.04316585   .16215913
{txt}r3 {res}  45.473583   .33641955   .06229726   .21431917   .45851994
{reset}
{com}. *Bottom Graph
. interflex zlocineq zpbelow35k pabove125 zmedinc19zip zpcollege19zip zpunemp19zip zpnonwht19zip zpopden19zip zeduc lowmidincome midincome highmidincome highincome missingincome zAge male black latino aapi unemployed union_mem union_past zpartyid zftpoor, cluster(zip)
{txt}p value of Wald test: {res}0.0044
{txt}
{com}. mat list r(estBin)
{res}
{txt}r(estBin)[3,5]
            x0    bin_marg      bin_se    bin_CI_l    bin_CI_u
r1 {res}  7.7490773  -.01793077    .0449507  -.10603253   .07017099
{txt}r2 {res}  15.920867   .06913392   .05173932  -.03227329   .17054114
{txt}r3 {res}   33.66893   .27076185   .05968562   .15378018   .38774352
{reset}
{com}. 
. 
{txt}end of do-file

{com}. clear

. use "C:\Users\bjn12\Dropbox\New Inequality Projects\Working Poor\Reny & Gest 2020 Online Summer Survey\Perceiving the Haves and the Have-Nots\Manuscript\PSRM Submission\R&R\Resubmission Package\Conditional Accept\Replication Data Files\NSL 2018 Stacked Data.dta"

. do "C:\Users\bjn12\Dropbox\New Inequality Projects\Working Poor\Reny & Gest 2020 Online Summer Survey\Perceiving the Haves and the Have-Nots\Manuscript\PSRM Submission\R&R\Resubmission Package\Conditional Accept\Replication Data Files\NSL 2018 Do-File.do"
{txt}
{com}. *NSL (2018) Stacked Replication Data*
. 
. **NOTE: To run this file in Stata, users will have to download the 'interflex' package
. net search interflex 
{txt}(contacting http://www.stata.com)

{s6hlp}
1 package found (Stata Journal listed first)
--------------------------------------------

@net:describe interflex, from(http://fmwww.bc.edu/RePEc/bocode/i)!interflex from http://fmwww.bc.edu/RePEc/bocode/i@
    'INTERFLEX': module to estimate multiplicative interaction models with
    diagnostics and visualization / interflex performs diagnostics and
    visualizations of / multiplicative interaction models. Besides
    conventional linear / interaction models, it provides two additional

{smcl}

{com}. 
. ********************
. **Figure 2 Panel B**
. ********************
. *Left Graph
. interflex zlocineq zpbelow30zip pabove100zip zmedinc16zip zpcollege16zip zpunemp16zip zpnonwht16zip zpden16zip zeducation2 lowmidincome midincome highmidincome highincome missingincome zAge2 male black latino aapi unemployed zpartyid2 sid, cluster(zip)
{txt}p value of Wald test: {res}0.8679
{txt}
{com}. mat list r(estBin)
{res}
{txt}r(estBin)[3,5]
            x0    bin_marg      bin_se    bin_CI_l    bin_CI_u
r1 {res}  11.004926  -.00122608   .09338903  -.18426521   .18181305
{txt}r2 {res}  21.454943   .10807845   .09920961  -.08636882   .30252571
{txt}r3 {res}   41.08884   .22518861   .15052844  -.06984172   .52021893
{reset}
{com}. *Right Graph
. interflex zlocineq zpbelow25zip pabove125zip zmedinc16zip zpcollege16zip zpunemp16zip zpnonwht16zip zpden16zip zeducation2 lowmidincome midincome highmidincome highincome missingincome zAge2 male black latino aapi unemployed zpartyid2 sid, cluster(zip)
{txt}p value of Wald test: {res}0.3996
{txt}
{com}. mat list r(estBin)
{res}
{txt}r(estBin)[3,5]
            x0    bin_marg      bin_se    bin_CI_l    bin_CI_u
r1 {res}  5.7719545    .0099836   .07665441  -.14025628   .16022348
{txt}r2 {res}  12.593531  -.01183866   .08451531  -.17748562    .1538083
{txt}r3 {res}  29.103705   .28824569    .1264298   .04044783   .53604355
{reset}
{com}. 
. ***************************************
. **Figure 3 Panel B; Appendix Table A2**
. ***************************************
. 
. *Gini Coefficient
. reg zlocineq zgini16zip zmedinc16zip zpcollege16zip zpunemp16zip zpnonwht16zip zpden16zip zeducation2 lowmidincome midincome highmidincome highincome missingincome zAge2 male black latino aapi unemployed zpartyid2 sid, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     2,026
                                                {txt}F(20, 1818)       =  {res}     9.14
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.0742
                                                {txt}Root MSE          =    {res} .96559

{txt}{ralign 80:(Std. err. adjusted for {res:1,819} clusters in {res:zip})}
{hline 15}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 16}{c |}{col 28}    Robust
{col 1}      zlocineq{col 16}{c |} Coefficient{col 28}  std. err.{col 40}      t{col 48}   P>|t|{col 56}     [95% con{col 69}f. interval]
{hline 15}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 4}zgini16zip {c |}{col 16}{res}{space 2} .0866596{col 28}{space 2} .0315458{col 39}{space 1}    2.75{col 48}{space 3}0.006{col 56}{space 4} .0247898{col 69}{space 3} .1485294
{txt}{space 2}zmedinc16zip {c |}{col 16}{res}{space 2}-.0645392{col 28}{space 2} .0444777{col 39}{space 1}   -1.45{col 48}{space 3}0.147{col 56}{space 4}-.1517719{col 69}{space 3} .0226935
{txt}zpcollege16zip {c |}{col 16}{res}{space 2} .0600918{col 28}{space 2} .0478135{col 39}{space 1}    1.26{col 48}{space 3}0.209{col 56}{space 4}-.0336834{col 69}{space 3}  .153867
{txt}{space 2}zpunemp16zip {c |}{col 16}{res}{space 2}  .029837{col 28}{space 2} .0302906{col 39}{space 1}    0.99{col 48}{space 3}0.325{col 56}{space 4}-.0295711{col 69}{space 3} .0892451
{txt}{space 1}zpnonwht16zip {c |}{col 16}{res}{space 2} .0471852{col 28}{space 2} .0278529{col 39}{space 1}    1.69{col 48}{space 3}0.090{col 56}{space 4}-.0074419{col 69}{space 3} .1018122
{txt}{space 4}zpden16zip {c |}{col 16}{res}{space 2}-.0027865{col 28}{space 2} .0250212{col 39}{space 1}   -0.11{col 48}{space 3}0.911{col 56}{space 4}-.0518598{col 69}{space 3} .0462868
{txt}{space 3}zeducation2 {c |}{col 16}{res}{space 2} .1110266{col 28}{space 2} .0244593{col 39}{space 1}    4.54{col 48}{space 3}0.000{col 56}{space 4} .0630554{col 69}{space 3} .1589979
{txt}{space 2}lowmidincome {c |}{col 16}{res}{space 2}-.1266807{col 28}{space 2} .0710975{col 39}{space 1}   -1.78{col 48}{space 3}0.075{col 56}{space 4}-.2661221{col 69}{space 3} .0127608
{txt}{space 5}midincome {c |}{col 16}{res}{space 2}-.1347962{col 28}{space 2} .0764583{col 39}{space 1}   -1.76{col 48}{space 3}0.078{col 56}{space 4}-.2847516{col 69}{space 3} .0151591
{txt}{space 1}highmidincome {c |}{col 16}{res}{space 2}-.2533301{col 28}{space 2} .0793699{col 39}{space 1}   -3.19{col 48}{space 3}0.001{col 56}{space 4}-.4089958{col 69}{space 3}-.0976644
{txt}{space 4}highincome {c |}{col 16}{res}{space 2}-.1698674{col 28}{space 2}  .077784{col 39}{space 1}   -2.18{col 48}{space 3}0.029{col 56}{space 4}-.3224229{col 69}{space 3} -.017312
{txt}{space 1}missingincome {c |}{col 16}{res}{space 2} -.262151{col 28}{space 2} .1180644{col 39}{space 1}   -2.22{col 48}{space 3}0.027{col 56}{space 4}-.4937072{col 69}{space 3}-.0305948
{txt}{space 9}zAge2 {c |}{col 16}{res}{space 2}  .055105{col 28}{space 2} .0219922{col 39}{space 1}    2.51{col 48}{space 3}0.012{col 56}{space 4} .0119723{col 69}{space 3} .0982377
{txt}{space 10}male {c |}{col 16}{res}{space 2} .0266072{col 28}{space 2} .0434798{col 39}{space 1}    0.61{col 48}{space 3}0.541{col 56}{space 4}-.0586684{col 69}{space 3} .1118828
{txt}{space 9}black {c |}{col 16}{res}{space 2}-.0449369{col 28}{space 2} .0812577{col 39}{space 1}   -0.55{col 48}{space 3}0.580{col 56}{space 4}-.2043051{col 69}{space 3} .1144313
{txt}{space 8}latino {c |}{col 16}{res}{space 2}-.1449904{col 28}{space 2} .0780626{col 39}{space 1}   -1.86{col 48}{space 3}0.063{col 56}{space 4}-.2980921{col 69}{space 3} .0081114
{txt}{space 10}aapi {c |}{col 16}{res}{space 2}-.2952705{col 28}{space 2} .1226744{col 39}{space 1}   -2.41{col 48}{space 3}0.016{col 56}{space 4}-.5358681{col 69}{space 3}-.0546729
{txt}{space 4}unemployed {c |}{col 16}{res}{space 2}-.2269208{col 28}{space 2}  .061268{col 39}{space 1}   -3.70{col 48}{space 3}0.000{col 56}{space 4}-.3470838{col 69}{space 3}-.1067578
{txt}{space 5}zpartyid2 {c |}{col 16}{res}{space 2}-.1439087{col 28}{space 2} .0231359{col 39}{space 1}   -6.22{col 48}{space 3}0.000{col 56}{space 4}-.1892845{col 69}{space 3}-.0985329
{txt}{space 11}sid {c |}{col 16}{res}{space 2} .0491512{col 28}{space 2}  .048497{col 39}{space 1}    1.01{col 48}{space 3}0.311{col 56}{space 4}-.0459644{col 69}{space 3} .1442668
{txt}{space 9}_cons {c |}{col 16}{res}{space 2} .1687773{col 28}{space 2} .0640608{col 39}{space 1}    2.63{col 48}{space 3}0.008{col 56}{space 4} .0431369{col 69}{space 3} .2944177
{txt}{hline 15}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. *80/20 Ratio
. reg zlocineq zratio16zip zmedinc16zip zpcollege16zip zpunemp16zip zpnonwht16zip zpden16zip zeducation2 lowmidincome midincome highmidincome highincome missingincome zAge2 male black latino aapi unemployed zpartyid2 sid, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     2,008
                                                {txt}F(20, 1800)       =  {res}     8.18
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.0690
                                                {txt}Root MSE          =    {res} .96832

{txt}{ralign 80:(Std. err. adjusted for {res:1,801} clusters in {res:zip})}
{hline 15}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 16}{c |}{col 28}    Robust
{col 1}      zlocineq{col 16}{c |} Coefficient{col 28}  std. err.{col 40}      t{col 48}   P>|t|{col 56}     [95% con{col 69}f. interval]
{hline 15}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 3}zratio16zip {c |}{col 16}{res}{space 2} .0089362{col 28}{space 2}  .031374{col 39}{space 1}    0.28{col 48}{space 3}0.776{col 56}{space 4}-.0525971{col 69}{space 3} .0704694
{txt}{space 2}zmedinc16zip {c |}{col 16}{res}{space 2}-.1110393{col 28}{space 2} .0391556{col 39}{space 1}   -2.84{col 48}{space 3}0.005{col 56}{space 4}-.1878345{col 69}{space 3}-.0342442
{txt}zpcollege16zip {c |}{col 16}{res}{space 2} .1295102{col 28}{space 2} .0423628{col 39}{space 1}    3.06{col 48}{space 3}0.002{col 56}{space 4} .0464249{col 69}{space 3} .2125956
{txt}{space 2}zpunemp16zip {c |}{col 16}{res}{space 2} .0554418{col 28}{space 2} .0314505{col 39}{space 1}    1.76{col 48}{space 3}0.078{col 56}{space 4}-.0062416{col 69}{space 3} .1171252
{txt}{space 1}zpnonwht16zip {c |}{col 16}{res}{space 2}  .049845{col 28}{space 2} .0285367{col 39}{space 1}    1.75{col 48}{space 3}0.081{col 56}{space 4}-.0061236{col 69}{space 3} .1058135
{txt}{space 4}zpden16zip {c |}{col 16}{res}{space 2} .0083852{col 28}{space 2} .0255306{col 39}{space 1}    0.33{col 48}{space 3}0.743{col 56}{space 4}-.0416876{col 69}{space 3}  .058458
{txt}{space 3}zeducation2 {c |}{col 16}{res}{space 2} .1150783{col 28}{space 2} .0245901{col 39}{space 1}    4.68{col 48}{space 3}0.000{col 56}{space 4} .0668501{col 69}{space 3} .1633064
{txt}{space 2}lowmidincome {c |}{col 16}{res}{space 2}-.1235037{col 28}{space 2} .0715955{col 39}{space 1}   -1.73{col 48}{space 3}0.085{col 56}{space 4}-.2639228{col 69}{space 3} .0169154
{txt}{space 5}midincome {c |}{col 16}{res}{space 2}-.1434608{col 28}{space 2} .0775595{col 39}{space 1}   -1.85{col 48}{space 3}0.065{col 56}{space 4}-.2955769{col 69}{space 3} .0086553
{txt}{space 1}highmidincome {c |}{col 16}{res}{space 2}-.2679048{col 28}{space 2} .0801052{col 39}{space 1}   -3.34{col 48}{space 3}0.001{col 56}{space 4}-.4250139{col 69}{space 3}-.1107958
{txt}{space 4}highincome {c |}{col 16}{res}{space 2}-.1798039{col 28}{space 2}  .078216{col 39}{space 1}   -2.30{col 48}{space 3}0.022{col 56}{space 4}-.3332076{col 69}{space 3}-.0264002
{txt}{space 1}missingincome {c |}{col 16}{res}{space 2}-.2639724{col 28}{space 2} .1188047{col 39}{space 1}   -2.22{col 48}{space 3}0.026{col 56}{space 4} -.496982{col 69}{space 3}-.0309627
{txt}{space 9}zAge2 {c |}{col 16}{res}{space 2} .0550558{col 28}{space 2} .0222774{col 39}{space 1}    2.47{col 48}{space 3}0.014{col 56}{space 4} .0113635{col 69}{space 3}  .098748
{txt}{space 10}male {c |}{col 16}{res}{space 2} .0218033{col 28}{space 2} .0438823{col 39}{space 1}    0.50{col 48}{space 3}0.619{col 56}{space 4}-.0642623{col 69}{space 3} .1078689
{txt}{space 9}black {c |}{col 16}{res}{space 2}-.0427803{col 28}{space 2} .0815263{col 39}{space 1}   -0.52{col 48}{space 3}0.600{col 56}{space 4}-.2026764{col 69}{space 3} .1171158
{txt}{space 8}latino {c |}{col 16}{res}{space 2}-.1375141{col 28}{space 2} .0784297{col 39}{space 1}   -1.75{col 48}{space 3}0.080{col 56}{space 4}-.2913368{col 69}{space 3} .0163087
{txt}{space 10}aapi {c |}{col 16}{res}{space 2}-.3088274{col 28}{space 2} .1223131{col 39}{space 1}   -2.52{col 48}{space 3}0.012{col 56}{space 4}-.5487178{col 69}{space 3}-.0689369
{txt}{space 4}unemployed {c |}{col 16}{res}{space 2}-.2234562{col 28}{space 2} .0617691{col 39}{space 1}   -3.62{col 48}{space 3}0.000{col 56}{space 4}-.3446028{col 69}{space 3}-.1023096
{txt}{space 5}zpartyid2 {c |}{col 16}{res}{space 2}-.1410633{col 28}{space 2} .0232411{col 39}{space 1}   -6.07{col 48}{space 3}0.000{col 56}{space 4}-.1866457{col 69}{space 3}-.0954809
{txt}{space 11}sid {c |}{col 16}{res}{space 2} .0441103{col 28}{space 2} .0488112{col 39}{space 1}    0.90{col 48}{space 3}0.366{col 56}{space 4}-.0516222{col 69}{space 3} .1398429
{txt}{space 9}_cons {c |}{col 16}{res}{space 2} .1769938{col 28}{space 2} .0643396{col 39}{space 1}    2.75{col 48}{space 3}0.006{col 56}{space 4} .0508057{col 69}{space 3} .3031819
{txt}{hline 15}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. *Top 5% Share
. reg zlocineq ztop5share16zip zmedinc16zip zpcollege16zip zpunemp16zip zpnonwht16zip zpden16zip zeducation2 lowmidincome midincome highmidincome highincome missingincome zAge2 male black latino aapi unemployed zpartyid2 sid, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     2,008
                                                {txt}F(20, 1800)       =  {res}     8.78
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.0727
                                                {txt}Root MSE          =    {res} .96638

{txt}{ralign 81:(Std. err. adjusted for {res:1,801} clusters in {res:zip})}
{hline 16}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 17}{c |}{col 29}    Robust
{col 1}       zlocineq{col 17}{c |} Coefficient{col 29}  std. err.{col 41}      t{col 49}   P>|t|{col 57}     [95% con{col 70}f. interval]
{hline 16}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
ztop5share16zip {c |}{col 17}{res}{space 2} .0751098{col 29}{space 2} .0273307{col 40}{space 1}    2.75{col 49}{space 3}0.006{col 57}{space 4} .0215066{col 70}{space 3}  .128713
{txt}{space 3}zmedinc16zip {c |}{col 17}{res}{space 2}-.0674368{col 29}{space 2} .0383073{col 40}{space 1}   -1.76{col 49}{space 3}0.079{col 57}{space 4}-.1425681{col 70}{space 3} .0076946
{txt}{space 1}zpcollege16zip {c |}{col 17}{res}{space 2}  .073152{col 29}{space 2}  .042693{col 40}{space 1}    1.71{col 49}{space 3}0.087{col 57}{space 4}-.0105811{col 70}{space 3} .1568851
{txt}{space 3}zpunemp16zip {c |}{col 17}{res}{space 2} .0455644{col 29}{space 2} .0309662{col 40}{space 1}    1.47{col 49}{space 3}0.141{col 57}{space 4}-.0151691{col 70}{space 3} .1062978
{txt}{space 2}zpnonwht16zip {c |}{col 17}{res}{space 2} .0526335{col 29}{space 2} .0283293{col 40}{space 1}    1.86{col 49}{space 3}0.063{col 57}{space 4}-.0029283{col 70}{space 3} .1081953
{txt}{space 5}zpden16zip {c |}{col 17}{res}{space 2} .0018512{col 29}{space 2} .0247262{col 40}{space 1}    0.07{col 49}{space 3}0.940{col 57}{space 4}-.0466439{col 70}{space 3} .0503463
{txt}{space 4}zeducation2 {c |}{col 17}{res}{space 2}   .11469{col 29}{space 2} .0245266{col 40}{space 1}    4.68{col 49}{space 3}0.000{col 57}{space 4} .0665863{col 70}{space 3} .1627936
{txt}{space 3}lowmidincome {c |}{col 17}{res}{space 2}-.1233639{col 29}{space 2}  .071571{col 40}{space 1}   -1.72{col 49}{space 3}0.085{col 57}{space 4}-.2637348{col 70}{space 3}  .017007
{txt}{space 6}midincome {c |}{col 17}{res}{space 2}-.1415474{col 29}{space 2} .0773257{col 40}{space 1}   -1.83{col 49}{space 3}0.067{col 57}{space 4}-.2932048{col 70}{space 3} .0101101
{txt}{space 2}highmidincome {c |}{col 17}{res}{space 2}-.2621593{col 29}{space 2} .0799937{col 40}{space 1}   -3.28{col 49}{space 3}0.001{col 57}{space 4}-.4190495{col 70}{space 3}-.1052691
{txt}{space 5}highincome {c |}{col 17}{res}{space 2}-.1754066{col 29}{space 2} .0782349{col 40}{space 1}   -2.24{col 49}{space 3}0.025{col 57}{space 4}-.3288475{col 70}{space 3}-.0219658
{txt}{space 2}missingincome {c |}{col 17}{res}{space 2}-.2616242{col 29}{space 2} .1186314{col 40}{space 1}   -2.21{col 49}{space 3}0.028{col 57}{space 4} -.494294{col 70}{space 3}-.0289543
{txt}{space 10}zAge2 {c |}{col 17}{res}{space 2} .0544722{col 29}{space 2} .0222063{col 40}{space 1}    2.45{col 49}{space 3}0.014{col 57}{space 4} .0109194{col 70}{space 3} .0980249
{txt}{space 11}male {c |}{col 17}{res}{space 2} .0252185{col 29}{space 2} .0437554{col 40}{space 1}    0.58{col 49}{space 3}0.564{col 57}{space 4}-.0605982{col 70}{space 3} .1110351
{txt}{space 10}black {c |}{col 17}{res}{space 2}-.0466018{col 29}{space 2} .0813037{col 40}{space 1}   -0.57{col 49}{space 3}0.567{col 57}{space 4}-.2060613{col 70}{space 3} .1128577
{txt}{space 9}latino {c |}{col 17}{res}{space 2}-.1452535{col 29}{space 2} .0782191{col 40}{space 1}   -1.86{col 49}{space 3}0.063{col 57}{space 4}-.2986633{col 70}{space 3} .0081562
{txt}{space 11}aapi {c |}{col 17}{res}{space 2}-.2958808{col 29}{space 2} .1218862{col 40}{space 1}   -2.43{col 49}{space 3}0.015{col 57}{space 4}-.5349342{col 70}{space 3}-.0568274
{txt}{space 5}unemployed {c |}{col 17}{res}{space 2}-.2220887{col 29}{space 2} .0616438{col 40}{space 1}   -3.60{col 49}{space 3}0.000{col 57}{space 4}-.3429897{col 70}{space 3}-.1011877
{txt}{space 6}zpartyid2 {c |}{col 17}{res}{space 2}-.1413064{col 29}{space 2} .0232156{col 40}{space 1}   -6.09{col 49}{space 3}0.000{col 57}{space 4}-.1868387{col 70}{space 3} -.095774
{txt}{space 12}sid {c |}{col 17}{res}{space 2} .0469129{col 29}{space 2} .0488011{col 40}{space 1}    0.96{col 49}{space 3}0.337{col 57}{space 4}-.0487999{col 70}{space 3} .1426256
{txt}{space 10}_cons {c |}{col 17}{res}{space 2} .1725476{col 29}{space 2} .0643967{col 40}{space 1}    2.68{col 49}{space 3}0.007{col 57}{space 4} .0462473{col 70}{space 3} .2988478
{txt}{hline 16}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. *Top-Concentrated and Bottom-Concentrated
. reg zlocineq zmidlow16zip ztop5mid16zip zmedinc16zip zpcollege16zip zpunemp16zip zpnonwht16zip zpden16zip zeducation2 lowmidincome midincome highmidincome highincome missingincome zAge2 male black latino aapi unemployed zpartyid2 sid, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     2,008
                                                {txt}F(21, 1800)       =  {res}     8.48
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.0740
                                                {txt}Root MSE          =    {res} .96594

{txt}{ralign 80:(Std. err. adjusted for {res:1,801} clusters in {res:zip})}
{hline 15}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 16}{c |}{col 28}    Robust
{col 1}      zlocineq{col 16}{c |} Coefficient{col 28}  std. err.{col 40}      t{col 48}   P>|t|{col 56}     [95% con{col 69}f. interval]
{hline 15}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 2}zmidlow16zip {c |}{col 16}{res}{space 2}-.0397038{col 28}{space 2} .0291956{col 39}{space 1}   -1.36{col 48}{space 3}0.174{col 56}{space 4}-.0969646{col 69}{space 3}  .017557
{txt}{space 1}ztop5mid16zip {c |}{col 16}{res}{space 2} .0910783{col 28}{space 2} .0316438{col 39}{space 1}    2.88{col 48}{space 3}0.004{col 56}{space 4} .0290158{col 69}{space 3} .1531409
{txt}{space 2}zmedinc16zip {c |}{col 16}{res}{space 2}-.0740786{col 28}{space 2} .0411175{col 39}{space 1}   -1.80{col 48}{space 3}0.072{col 56}{space 4}-.1547217{col 69}{space 3} .0065644
{txt}zpcollege16zip {c |}{col 16}{res}{space 2}  .084985{col 28}{space 2} .0462692{col 39}{space 1}    1.84{col 48}{space 3}0.066{col 56}{space 4}-.0057621{col 69}{space 3} .1757321
{txt}{space 2}zpunemp16zip {c |}{col 16}{res}{space 2} .0497259{col 28}{space 2} .0314938{col 39}{space 1}    1.58{col 48}{space 3}0.115{col 56}{space 4}-.0120423{col 69}{space 3} .1114942
{txt}{space 1}zpnonwht16zip {c |}{col 16}{res}{space 2}  .054828{col 28}{space 2} .0284649{col 39}{space 1}    1.93{col 48}{space 3}0.054{col 56}{space 4}-.0009997{col 69}{space 3} .1106558
{txt}{space 4}zpden16zip {c |}{col 16}{res}{space 2} .0020903{col 28}{space 2} .0249313{col 39}{space 1}    0.08{col 48}{space 3}0.933{col 56}{space 4}-.0468071{col 69}{space 3} .0509876
{txt}{space 3}zeducation2 {c |}{col 16}{res}{space 2}  .115247{col 28}{space 2} .0244699{col 39}{space 1}    4.71{col 48}{space 3}0.000{col 56}{space 4} .0672547{col 69}{space 3} .1632394
{txt}{space 2}lowmidincome {c |}{col 16}{res}{space 2}-.1207368{col 28}{space 2} .0715369{col 39}{space 1}   -1.69{col 48}{space 3}0.092{col 56}{space 4}-.2610408{col 69}{space 3} .0195672
{txt}{space 5}midincome {c |}{col 16}{res}{space 2}-.1412603{col 28}{space 2} .0772623{col 39}{space 1}   -1.83{col 48}{space 3}0.068{col 56}{space 4}-.2927935{col 69}{space 3} .0102729
{txt}{space 1}highmidincome {c |}{col 16}{res}{space 2}-.2665631{col 28}{space 2}  .079958{col 39}{space 1}   -3.33{col 48}{space 3}0.001{col 56}{space 4}-.4233834{col 69}{space 3}-.1097428
{txt}{space 4}highincome {c |}{col 16}{res}{space 2}-.1783688{col 28}{space 2} .0782956{col 39}{space 1}   -2.28{col 48}{space 3}0.023{col 56}{space 4}-.3319286{col 69}{space 3}-.0248091
{txt}{space 1}missingincome {c |}{col 16}{res}{space 2}-.2603489{col 28}{space 2} .1186003{col 39}{space 1}   -2.20{col 48}{space 3}0.028{col 56}{space 4}-.4929577{col 69}{space 3}-.0277401
{txt}{space 9}zAge2 {c |}{col 16}{res}{space 2} .0531057{col 28}{space 2} .0222322{col 39}{space 1}    2.39{col 48}{space 3}0.017{col 56}{space 4} .0095021{col 69}{space 3} .0967093
{txt}{space 10}male {c |}{col 16}{res}{space 2} .0262197{col 28}{space 2} .0437674{col 39}{space 1}    0.60{col 48}{space 3}0.549{col 56}{space 4}-.0596206{col 69}{space 3} .1120599
{txt}{space 9}black {c |}{col 16}{res}{space 2}-.0461757{col 28}{space 2} .0812575{col 39}{space 1}   -0.57{col 48}{space 3}0.570{col 56}{space 4}-.2055446{col 69}{space 3} .1131933
{txt}{space 8}latino {c |}{col 16}{res}{space 2}-.1465477{col 28}{space 2}  .078366{col 39}{space 1}   -1.87{col 48}{space 3}0.062{col 56}{space 4}-.3002456{col 69}{space 3} .0071502
{txt}{space 10}aapi {c |}{col 16}{res}{space 2}-.2911213{col 28}{space 2} .1204659{col 39}{space 1}   -2.42{col 48}{space 3}0.016{col 56}{space 4} -.527389{col 69}{space 3}-.0548536
{txt}{space 4}unemployed {c |}{col 16}{res}{space 2}-.2227605{col 28}{space 2} .0617953{col 39}{space 1}   -3.60{col 48}{space 3}0.000{col 56}{space 4}-.3439585{col 69}{space 3}-.1015624
{txt}{space 5}zpartyid2 {c |}{col 16}{res}{space 2}-.1428268{col 28}{space 2} .0232245{col 39}{space 1}   -6.15{col 48}{space 3}0.000{col 56}{space 4}-.1883765{col 69}{space 3}-.0972771
{txt}{space 11}sid {c |}{col 16}{res}{space 2} .0455894{col 28}{space 2} .0487173{col 39}{space 1}    0.94{col 48}{space 3}0.350{col 56}{space 4}-.0499591{col 69}{space 3} .1411378
{txt}{space 9}_cons {c |}{col 16}{res}{space 2} .1731862{col 28}{space 2} .0642643{col 39}{space 1}    2.69{col 48}{space 3}0.007{col 56}{space 4} .0471457{col 69}{space 3} .2992268
{txt}{hline 15}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. *%Below $25K and %Above $125K
. reg zlocineq zpbelow25zip zpabove125zip zmedinc16zip zpcollege16zip zpunemp16zip zpnonwht16zip zpden16zip zeducation2 lowmidincome midincome highmidincome highincome missingincome zAge2 male black latino aapi unemployed zpartyid2 sid, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     2,026
                                                {txt}F(21, 1818)       =  {res}     8.29
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.0722
                                                {txt}Root MSE          =    {res} .96689

{txt}{ralign 80:(Std. err. adjusted for {res:1,819} clusters in {res:zip})}
{hline 15}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 16}{c |}{col 28}    Robust
{col 1}      zlocineq{col 16}{c |} Coefficient{col 28}  std. err.{col 40}      t{col 48}   P>|t|{col 56}     [95% con{col 69}f. interval]
{hline 15}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 2}zpbelow25zip {c |}{col 16}{res}{space 2} .0467264{col 28}{space 2}  .048387{col 39}{space 1}    0.97{col 48}{space 3}0.334{col 56}{space 4}-.0481735{col 69}{space 3} .1416263
{txt}{space 1}zpabove125zip {c |}{col 16}{res}{space 2} .1524878{col 28}{space 2} .0961945{col 39}{space 1}    1.59{col 48}{space 3}0.113{col 56}{space 4}-.0361755{col 69}{space 3} .3411512
{txt}{space 2}zmedinc16zip {c |}{col 16}{res}{space 2}-.2135362{col 28}{space 2} .1000093{col 39}{space 1}   -2.14{col 48}{space 3}0.033{col 56}{space 4}-.4096813{col 69}{space 3}-.0173911
{txt}zpcollege16zip {c |}{col 16}{res}{space 2} .0890789{col 28}{space 2} .0436477{col 39}{space 1}    2.04{col 48}{space 3}0.041{col 56}{space 4} .0034741{col 69}{space 3} .1746838
{txt}{space 2}zpunemp16zip {c |}{col 16}{res}{space 2} .0258147{col 28}{space 2} .0326554{col 39}{space 1}    0.79{col 48}{space 3}0.429{col 56}{space 4}-.0382314{col 69}{space 3} .0898608
{txt}{space 1}zpnonwht16zip {c |}{col 16}{res}{space 2} .0433624{col 28}{space 2} .0282712{col 39}{space 1}    1.53{col 48}{space 3}0.125{col 56}{space 4}-.0120851{col 69}{space 3} .0988099
{txt}{space 4}zpden16zip {c |}{col 16}{res}{space 2} .0042961{col 28}{space 2} .0256535{col 39}{space 1}    0.17{col 48}{space 3}0.867{col 56}{space 4}-.0460173{col 69}{space 3} .0546096
{txt}{space 3}zeducation2 {c |}{col 16}{res}{space 2} .1108554{col 28}{space 2} .0244895{col 39}{space 1}    4.53{col 48}{space 3}0.000{col 56}{space 4} .0628249{col 69}{space 3} .1588859
{txt}{space 2}lowmidincome {c |}{col 16}{res}{space 2} -.123613{col 28}{space 2} .0713426{col 39}{space 1}   -1.73{col 48}{space 3}0.083{col 56}{space 4}-.2635351{col 69}{space 3}  .016309
{txt}{space 5}midincome {c |}{col 16}{res}{space 2}-.1334532{col 28}{space 2}  .077056{col 39}{space 1}   -1.73{col 48}{space 3}0.083{col 56}{space 4}-.2845808{col 69}{space 3} .0176744
{txt}{space 1}highmidincome {c |}{col 16}{res}{space 2}-.2572627{col 28}{space 2}  .080074{col 39}{space 1}   -3.21{col 48}{space 3}0.001{col 56}{space 4}-.4143094{col 69}{space 3}-.1002161
{txt}{space 4}highincome {c |}{col 16}{res}{space 2}-.1693963{col 28}{space 2} .0783528{col 39}{space 1}   -2.16{col 48}{space 3}0.031{col 56}{space 4}-.3230673{col 69}{space 3}-.0157252
{txt}{space 1}missingincome {c |}{col 16}{res}{space 2}-.2637076{col 28}{space 2} .1181832{col 39}{space 1}   -2.23{col 48}{space 3}0.026{col 56}{space 4}-.4954968{col 69}{space 3}-.0319184
{txt}{space 9}zAge2 {c |}{col 16}{res}{space 2} .0570056{col 28}{space 2} .0220734{col 39}{space 1}    2.58{col 48}{space 3}0.010{col 56}{space 4} .0137138{col 69}{space 3} .1002975
{txt}{space 10}male {c |}{col 16}{res}{space 2}  .024897{col 28}{space 2} .0436757{col 39}{space 1}    0.57{col 48}{space 3}0.569{col 56}{space 4}-.0607629{col 69}{space 3} .1105568
{txt}{space 9}black {c |}{col 16}{res}{space 2} -.038533{col 28}{space 2} .0808655{col 39}{space 1}   -0.48{col 48}{space 3}0.634{col 56}{space 4}-.1971321{col 69}{space 3}  .120066
{txt}{space 8}latino {c |}{col 16}{res}{space 2}-.1381082{col 28}{space 2} .0786056{col 39}{space 1}   -1.76{col 48}{space 3}0.079{col 56}{space 4}-.2922751{col 69}{space 3} .0160586
{txt}{space 10}aapi {c |}{col 16}{res}{space 2}-.3048724{col 28}{space 2} .1225402{col 39}{space 1}   -2.49{col 48}{space 3}0.013{col 56}{space 4}-.5452068{col 69}{space 3} -.064538
{txt}{space 4}unemployed {c |}{col 16}{res}{space 2}-.2310628{col 28}{space 2} .0613787{col 39}{space 1}   -3.76{col 48}{space 3}0.000{col 56}{space 4}-.3514429{col 69}{space 3}-.1106827
{txt}{space 5}zpartyid2 {c |}{col 16}{res}{space 2}-.1443679{col 28}{space 2} .0231742{col 39}{space 1}   -6.23{col 48}{space 3}0.000{col 56}{space 4}-.1898188{col 69}{space 3} -.098917
{txt}{space 11}sid {c |}{col 16}{res}{space 2} .0472801{col 28}{space 2} .0485545{col 39}{space 1}    0.97{col 48}{space 3}0.330{col 56}{space 4}-.0479484{col 69}{space 3} .1425086
{txt}{space 9}_cons {c |}{col 16}{res}{space 2} .1699444{col 28}{space 2} .0640796{col 39}{space 1}    2.65{col 48}{space 3}0.008{col 56}{space 4}  .044267{col 69}{space 3} .2956218
{txt}{hline 15}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. *%Below $25K at 3 bins of Above $125K
. interflex zlocineq zpbelow25zip pabove125zip zmedinc16zip zpcollege16zip zpunemp16zip zpnonwht16zip zpden16zip zeducation2 lowmidincome midincome highmidincome highincome missingincome zAge2 male black latino aapi unemployed zpartyid2 sid, cluster(zip)
{txt}p value of Wald test: {res}0.3996
{txt}
{com}. mat list r(estBin)
{res}
{txt}r(estBin)[3,5]
            x0    bin_marg      bin_se    bin_CI_l    bin_CI_u
r1 {res}  5.7719545    .0099836   .07665441  -.14025628   .16022348
{txt}r2 {res}  12.593531  -.01183866   .08451531  -.17748562    .1538083
{txt}r3 {res}  29.103705   .28824569    .1264298   .04044783   .53604355
{reset}
{com}. 
. ***************************************
. **Appendix Table A4**
. ***************************************
. *Column 1
. reg zlocineq zrHHIm16zip zmedinc16zip zpcollege16zip zpunemp16zip zpnonwht16zip zpden16zip zeducation2 lowmidincome midincome highmidincome highincome missingincome zAge2 male black latino aapi unemployed zpartyid2 sid, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     2,026
                                                {txt}F(20, 1818)       =  {res}     8.42
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.0702
                                                {txt}Root MSE          =    {res} .96769

{txt}{ralign 80:(Std. err. adjusted for {res:1,819} clusters in {res:zip})}
{hline 15}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 16}{c |}{col 28}    Robust
{col 1}      zlocineq{col 16}{c |} Coefficient{col 28}  std. err.{col 40}      t{col 48}   P>|t|{col 56}     [95% con{col 69}f. interval]
{hline 15}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 3}zrHHIm16zip {c |}{col 16}{res}{space 2}-.0118416{col 28}{space 2} .0292526{col 39}{space 1}   -0.40{col 48}{space 3}0.686{col 56}{space 4}-.0692138{col 69}{space 3} .0455307
{txt}{space 2}zmedinc16zip {c |}{col 16}{res}{space 2}-.1387734{col 28}{space 2} .0430156{col 39}{space 1}   -3.23{col 48}{space 3}0.001{col 56}{space 4}-.2231386{col 69}{space 3}-.0544083
{txt}zpcollege16zip {c |}{col 16}{res}{space 2} .1395056{col 28}{space 2} .0348894{col 39}{space 1}    4.00{col 48}{space 3}0.000{col 56}{space 4}  .071078{col 69}{space 3} .2079332
{txt}{space 2}zpunemp16zip {c |}{col 16}{res}{space 2} .0455702{col 28}{space 2} .0309504{col 39}{space 1}    1.47{col 48}{space 3}0.141{col 56}{space 4}-.0151318{col 69}{space 3} .1062723
{txt}{space 1}zpnonwht16zip {c |}{col 16}{res}{space 2} .0515643{col 28}{space 2} .0280416{col 39}{space 1}    1.84{col 48}{space 3}0.066{col 56}{space 4}-.0034329{col 69}{space 3} .1065615
{txt}{space 4}zpden16zip {c |}{col 16}{res}{space 2} .0088854{col 28}{space 2}  .025373{col 39}{space 1}    0.35{col 48}{space 3}0.726{col 56}{space 4} -.040878{col 69}{space 3} .0586487
{txt}{space 3}zeducation2 {c |}{col 16}{res}{space 2} .1112557{col 28}{space 2} .0245675{col 39}{space 1}    4.53{col 48}{space 3}0.000{col 56}{space 4} .0630722{col 69}{space 3} .1594391
{txt}{space 2}lowmidincome {c |}{col 16}{res}{space 2}-.1256139{col 28}{space 2} .0717301{col 39}{space 1}   -1.75{col 48}{space 3}0.080{col 56}{space 4}-.2662959{col 69}{space 3} .0150682
{txt}{space 5}midincome {c |}{col 16}{res}{space 2}-.1389931{col 28}{space 2} .0772577{col 39}{space 1}   -1.80{col 48}{space 3}0.072{col 56}{space 4}-.2905164{col 69}{space 3} .0125302
{txt}{space 1}highmidincome {c |}{col 16}{res}{space 2}-.2638059{col 28}{space 2} .0801047{col 39}{space 1}   -3.29{col 48}{space 3}0.001{col 56}{space 4}-.4209128{col 69}{space 3}-.1066991
{txt}{space 4}highincome {c |}{col 16}{res}{space 2}-.1730085{col 28}{space 2} .0785811{col 39}{space 1}   -2.20{col 48}{space 3}0.028{col 56}{space 4}-.3271273{col 69}{space 3}-.0188898
{txt}{space 1}missingincome {c |}{col 16}{res}{space 2}-.2603442{col 28}{space 2} .1186359{col 39}{space 1}   -2.19{col 48}{space 3}0.028{col 56}{space 4}-.4930211{col 69}{space 3}-.0276672
{txt}{space 9}zAge2 {c |}{col 16}{res}{space 2} .0562367{col 28}{space 2} .0221731{col 39}{space 1}    2.54{col 48}{space 3}0.011{col 56}{space 4} .0127493{col 69}{space 3} .0997241
{txt}{space 10}male {c |}{col 16}{res}{space 2} .0211051{col 28}{space 2} .0436403{col 39}{space 1}    0.48{col 48}{space 3}0.629{col 56}{space 4}-.0644852{col 69}{space 3} .1066954
{txt}{space 9}black {c |}{col 16}{res}{space 2}-.0468924{col 28}{space 2} .0811213{col 39}{space 1}   -0.58{col 48}{space 3}0.563{col 56}{space 4}-.2059931{col 69}{space 3} .1122082
{txt}{space 8}latino {c |}{col 16}{res}{space 2} -.138675{col 28}{space 2} .0785098{col 39}{space 1}   -1.77{col 48}{space 3}0.078{col 56}{space 4} -.292654{col 69}{space 3}  .015304
{txt}{space 10}aapi {c |}{col 16}{res}{space 2}-.3088573{col 28}{space 2} .1222424{col 39}{space 1}   -2.53{col 48}{space 3}0.012{col 56}{space 4}-.5486075{col 69}{space 3} -.069107
{txt}{space 4}unemployed {c |}{col 16}{res}{space 2}-.2293421{col 28}{space 2}  .061523{col 39}{space 1}   -3.73{col 48}{space 3}0.000{col 56}{space 4}-.3500053{col 69}{space 3} -.108679
{txt}{space 5}zpartyid2 {c |}{col 16}{res}{space 2} -.143095{col 28}{space 2} .0231225{col 39}{space 1}   -6.19{col 48}{space 3}0.000{col 56}{space 4}-.1884446{col 69}{space 3}-.0977455
{txt}{space 11}sid {c |}{col 16}{res}{space 2} .0461414{col 28}{space 2}  .048637{col 39}{space 1}    0.95{col 48}{space 3}0.343{col 56}{space 4}-.0492488{col 69}{space 3} .1415317
{txt}{space 9}_cons {c |}{col 16}{res}{space 2} .1761179{col 28}{space 2} .0640078{col 39}{space 1}    2.75{col 48}{space 3}0.006{col 56}{space 4} .0505814{col 69}{space 3} .3016544
{txt}{hline 15}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. *Column 2
. reg zlocineq zrHHIc16zip zmedinc16zip zpcollege16zip zpunemp16zip zpnonwht16zip zpden16zip zeducation2 lowmidincome midincome highmidincome highincome missingincome zAge2 male black latino aapi unemployed zpartyid2 sid, cluster(zip)

{txt}Linear regression                               Number of obs     = {res}     2,008
                                                {txt}F(20, 1800)       =  {res}     9.09
                                                {txt}Prob > F          = {res}    0.0000
                                                {txt}R-squared         = {res}    0.0752
                                                {txt}Root MSE          =    {res} .96509

{txt}{ralign 80:(Std. err. adjusted for {res:1,801} clusters in {res:zip})}
{hline 15}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 16}{c |}{col 28}    Robust
{col 1}      zlocineq{col 16}{c |} Coefficient{col 28}  std. err.{col 40}      t{col 48}   P>|t|{col 56}     [95% con{col 69}f. interval]
{hline 15}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 3}zrHHIc16zip {c |}{col 16}{res}{space 2}-.1098663{col 28}{space 2} .0305356{col 39}{space 1}   -3.60{col 48}{space 3}0.000{col 56}{space 4}-.1697551{col 69}{space 3}-.0499774
{txt}{space 2}zmedinc16zip {c |}{col 16}{res}{space 2}-.0330867{col 28}{space 2} .0411928{col 39}{space 1}   -0.80{col 48}{space 3}0.422{col 56}{space 4}-.1138774{col 69}{space 3}  .047704
{txt}zpcollege16zip {c |}{col 16}{res}{space 2} .0333822{col 28}{space 2} .0464131{col 39}{space 1}    0.72{col 48}{space 3}0.472{col 56}{space 4} -.057647{col 69}{space 3} .1244114
{txt}{space 2}zpunemp16zip {c |}{col 16}{res}{space 2} .0294354{col 28}{space 2} .0317724{col 39}{space 1}    0.93{col 48}{space 3}0.354{col 56}{space 4}-.0328793{col 69}{space 3} .0917502
{txt}{space 1}zpnonwht16zip {c |}{col 16}{res}{space 2} .0486887{col 28}{space 2} .0283023{col 39}{space 1}    1.72{col 48}{space 3}0.086{col 56}{space 4}  -.00682{col 69}{space 3} .1041975
{txt}{space 4}zpden16zip {c |}{col 16}{res}{space 2}-.0082063{col 28}{space 2} .0247968{col 39}{space 1}   -0.33{col 48}{space 3}0.741{col 56}{space 4}-.0568399{col 69}{space 3} .0404272
{txt}{space 3}zeducation2 {c |}{col 16}{res}{space 2} .1146938{col 28}{space 2}   .02449{col 39}{space 1}    4.68{col 48}{space 3}0.000{col 56}{space 4} .0666621{col 69}{space 3} .1627255
{txt}{space 2}lowmidincome {c |}{col 16}{res}{space 2}-.1179939{col 28}{space 2}  .071586{col 39}{space 1}   -1.65{col 48}{space 3}0.099{col 56}{space 4}-.2583944{col 69}{space 3} .0224065
{txt}{space 5}midincome {c |}{col 16}{res}{space 2}-.1380623{col 28}{space 2} .0773342{col 39}{space 1}   -1.79{col 48}{space 3}0.074{col 56}{space 4}-.2897364{col 69}{space 3} .0136119
{txt}{space 1}highmidincome {c |}{col 16}{res}{space 2}-.2532563{col 28}{space 2} .0799239{col 39}{space 1}   -3.17{col 48}{space 3}0.002{col 56}{space 4}-.4100096{col 69}{space 3} -.096503
{txt}{space 4}highincome {c |}{col 16}{res}{space 2}-.1729128{col 28}{space 2} .0780767{col 39}{space 1}   -2.21{col 48}{space 3}0.027{col 56}{space 4}-.3260433{col 69}{space 3}-.0197824
{txt}{space 1}missingincome {c |}{col 16}{res}{space 2}-.2604913{col 28}{space 2} .1180049{col 39}{space 1}   -2.21{col 48}{space 3}0.027{col 56}{space 4}-.4919322{col 69}{space 3}-.0290503
{txt}{space 9}zAge2 {c |}{col 16}{res}{space 2} .0552314{col 28}{space 2} .0221643{col 39}{space 1}    2.49{col 48}{space 3}0.013{col 56}{space 4} .0117609{col 69}{space 3} .0987019
{txt}{space 10}male {c |}{col 16}{res}{space 2} .0282274{col 28}{space 2} .0437074{col 39}{space 1}    0.65{col 48}{space 3}0.518{col 56}{space 4}-.0574952{col 69}{space 3}   .11395
{txt}{space 9}black {c |}{col 16}{res}{space 2}-.0411438{col 28}{space 2} .0812306{col 39}{space 1}   -0.51{col 48}{space 3}0.613{col 56}{space 4}  -.20046{col 69}{space 3} .1181724
{txt}{space 8}latino {c |}{col 16}{res}{space 2}-.1469943{col 28}{space 2} .0780248{col 39}{space 1}   -1.88{col 48}{space 3}0.060{col 56}{space 4}-.3000229{col 69}{space 3} .0060343
{txt}{space 10}aapi {c |}{col 16}{res}{space 2}-.2894661{col 28}{space 2} .1225281{col 39}{space 1}   -2.36{col 48}{space 3}0.018{col 56}{space 4}-.5297783{col 69}{space 3}-.0491538
{txt}{space 4}unemployed {c |}{col 16}{res}{space 2}-.2222258{col 28}{space 2} .0616143{col 39}{space 1}   -3.61{col 48}{space 3}0.000{col 56}{space 4}-.3430689{col 69}{space 3}-.1013828
{txt}{space 5}zpartyid2 {c |}{col 16}{res}{space 2}-.1410385{col 28}{space 2} .0232014{col 39}{space 1}   -6.08{col 48}{space 3}0.000{col 56}{space 4}-.1865431{col 69}{space 3}-.0955339
{txt}{space 11}sid {c |}{col 16}{res}{space 2} .0474813{col 28}{space 2} .0487466{col 39}{space 1}    0.97{col 48}{space 3}0.330{col 56}{space 4}-.0481247{col 69}{space 3} .1430872
{txt}{space 9}_cons {c |}{col 16}{res}{space 2}  .166932{col 28}{space 2}  .064489{col 39}{space 1}    2.59{col 48}{space 3}0.010{col 56}{space 4} .0404509{col 69}{space 3} .2934131
{txt}{hline 15}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. 
. ***************************************
. **Appendix Figure A1, Panel B**
. ***************************************
. *Top Graph
. interflex zlocineq zpbelow35zip pabove100zip zmedinc16zip zpcollege16zip zpunemp16zip zpnonwht16zip zpden16zip zeducation2 lowmidincome midincome highmidincome highincome missingincome zAge2 male black latino aapi unemployed zpartyid2 sid, cluster(zip)
{txt}p value of Wald test: {res}0.8191
{txt}
{com}. mat list r(estBin)
{res}
{txt}r(estBin)[3,5]
            x0    bin_marg      bin_se    bin_CI_l    bin_CI_u
r1 {res}  11.004926   .03154728   .10982092  -.18369777   .24679234
{txt}r2 {res}  21.454943   .13213008    .1163013  -.09581628   .36007644
{txt}r3 {res}   41.08884   .34958341    .1571413   .04159212   .65757471
{reset}
{com}. *Bottom Graph
. interflex zlocineq zpbelow35zip pabove125zip zmedinc16zip zpcollege16zip zpunemp16zip zpnonwht16zip zpden16zip zeducation2 lowmidincome midincome highmidincome highincome missingincome zAge2 male black latino aapi unemployed zpartyid2 sid, cluster(zip)
{txt}p value of Wald test: {res}0.3207
{txt}
{com}. mat list r(estBin)
{res}
{txt}r(estBin)[3,5]
            x0    bin_marg      bin_se    bin_CI_l    bin_CI_u
r1 {res}  5.7719545   .03431673   .10461329  -.17072156   .23935502
{txt}r2 {res}  12.593531  -.00590104   .10946731  -.22045302   .20865095
{txt}r3 {res}  29.103705   .37743944   .14869311    .0860063   .66887258
{reset}
{com}. 
{txt}end of do-file

{com}. log close
      {txt}name:  {res}<unnamed>
       {txt}log:  {res}C:\Users\bjn12\Dropbox\New Inequality Projects\Working Poor\Reny & Gest 2020 Online Summer Survey\Perceiving the Haves and the Have-Nots\Manuscript\PSRM Submission\R&R\Resubmission Package\Conditional Accept\Replication Data Files\Full Replication Log.smcl
  {txt}log type:  {res}smcl
 {txt}closed on:  {res}17 Mar 2025, 10:44:12
{txt}{.-}
{smcl}
{txt}{sf}{ul off}